DVS SOTI Challenge Data

README.md

This the data for the DVS SOTI Challenge Data.

The files here are direct TSV exports from the 2022SOTI_SurveyDataForPublic Google Sheet. TSV format was used because the CSV exports were not valid CSV (there were issues around commas being included in non-quoted strings that was messing up the parsing).

data2022jobtitles_etc.tsv

data2022main.csv

refID,totalQanswered,totalQpossible,DataVizRoles_,DataVizRoles_collapsed,DataVizRoles_Freelance,DataVizRoles_Employee,DataVizRoles_Hobbyist,DataVizRoles_Student,DataVizRoles_Academic,DataVizRoles_PassiveIncome,DataVizRoles_PreferNot,YearsDataVizExperience,YearsWorkExperience,PayCurrency_cleaned,PayAnnual,PayHourly,Loc1Country,WorkSituRecent,WorkSituRecent_Other__,WorkSituPreferred,WorkSituPreferred_Other__,RoleAsFreelance,DataVizCentralityFreelance,ToolsChoiceFreelance,ToolsUnchoiceProblemsFreelance_,ToolsUnchoiceProblemsFreelance_PoorCustomization,ToolsUnchoiceProblemsFreelance_MisfitForTask,ToolsUnchoiceProblemsFreelance_CostsAndOrLicenseIssues,ToolsUnchoiceProblemsFreelance_PerformanceIssues,ToolsUnchoiceProblemsFreelance_HardToLearn,ToolsUnchoiceProblemsFreelance_CannotIntegrateWithOtherTools,ToolsUnchoiceProblemsFreelance_SharingLimits,ToolsUnchoiceProblemsFreelance_SecurityOrGovernance,ToolsUnchoiceProblemsFreelance_PoorUXUIAccessibility,ToolsUnchoiceProblemsFreelance_PoorSupportOrPoorDocumentation,ToolsUnchoiceProblemsFreelance_Other__,AudienceFreelance_,AudienceFreelance_Public,AudienceFreelance_Analysts,AudienceFreelance_Engineers,AudienceFreelance_Scientists,AudienceFreelance_Medical,AudienceFreelance_ProdProjManagers,AudienceFreelance_PolicyMakers,AudienceFreelance_Execs,AudienceFreelance_Designers,AudienceFreelance_Researchers,AudienceFreelance_Students,AudienceFreelance_Educators,AudienceFreelance_AdminPersonnel,AudienceFreelance_DataVizEnthusiasts,AudienceFreelance_Self,AudienceFreelance_Other__,RoleAsEmployee,OrgSector_,OrgSector_Public,OrgSector_Private,OrgSector_Nonprofit,OrgSector_Academia,OrgSector_Finance,OrgSector_HealthMed,OrgSector_IT,OrgSector_Journalism,OrgSector_Marketing,OrgSector_ConsultantMulti,OrgSector_Other__,OrgSize,DataVizCentralityEmployee,ToolsChoiceEmployee,ToolsUnchoiceProblemsEmployee_,ToolsUnchoiceProblemsEmployee_PoorCustomization,ToolsUnchoiceProblemsEmployee_MisfitForTask,ToolsUnchoiceProblemsEmployee_CostsAndOrLicenseIssues,ToolsUnchoiceProblemsEmployee_PerformanceIssues,ToolsUnchoiceProblemsEmployee_HardToLearn,ToolsUnchoiceProblemsEmployee_CannotIntegrateWithOtherTools,ToolsUnchoiceProblemsEmployee_SharingLimits,ToolsUnchoiceProblemsEmployee_SecurityOrGovernance,ToolsUnchoiceProblemsEmployee_PoorUXUIAccessibility,ToolsUnchoiceProblemsEmployee_PoorSupportOrPoorDocumentation,ToolsUnchoiceProblemsEmployee_Other__,DataVizOrgLeadership,AudienceEmployee_,AudienceEmployee_Public,AudienceEmployee_Analysts,AudienceEmployee_Engineers,AudienceEmployee_Scientists,AudienceEmployee_Medical,AudienceEmployee_ProdProjManagers,AudienceEmployee_PolicyMakers,AudienceEmployee_Execs,AudienceEmployee_Designers,AudienceEmployee_Researchers,AudienceEmployee_Students,AudienceEmployee_Educators,AudienceEmployee_AdminPersonnel,AudienceEmployee_DataVizEnthusiasts,AudienceEmployee_Self,AudienceEmployee_Other__,AcadArea,AcadDataVizUse_,AcadDataVizUse_ShareFindings,AcadDataVizUse_TeachDataViz,AcadDataVizUse_ResearchTopic,AcadDataVizUse_OtherTeaching,AcadDataVizUse_Other__,StudentTime,StudentDegreeLevel,StudentDataVizTaught,StudentDegreeArea__,HobbyTime,HobbyEnjoyment,HobbyPortfolio,HobbyVolunteer,HobbyShareMessages,HobbyBuildSkills,HobbyOther__,ChartsUsed_,ChartsUsed_Line,ChartsUsed_Bar,ChartsUsed_PieOrDonut,ChartsUsed_Scatterplot,ChartsUsed_Histogram,ChartsUsed_Boxplot,ChartsUsed_DotPlot,ChartsUsed_Hexbin,ChartsUsed_Heatmap,ChartsUsed_Infographic,ChartsUsed_Pictorial,ChartsUsed_Treemap,ChartsUsed_Dendrogram,ChartsUsed_Network,ChartsUsed_ChoroplethMap,ChartsUsed_OtherGeospatialMap,ChartsUsed_Waffle,ChartsUsed_Flow,ChartsUsed_3D,ChartsUsed_VRorAR,ChartsUsed_BeeSwarm,ChartsUsed_ForceDirected,ChartsUsed_Other__,DataVizSharingChannels_,DataVizSharingChannels_EmbeddedInTool,DataVizSharingChannels_Dashboard,DataVizSharingChannels_Scrollytelling,DataVizSharingChannels_StaticWebPage,DataVizSharingChannels_InteractiveNotebook,DataVizSharingChannels_DocumentOrReport,DataVizSharingChannels_Presentations,DataVizSharingChannels_Email,DataVizSharingChannels_NewspaperorMagazine,DataVizSharingChannels_PeerReviewedJournal,DataVizSharingChannels_PrintedOnPaper,DataVizSharingChannels_OtherPhysicalMedium,DataVizSharingChannels_VRorAR,DataVizSharingChannels_Installation,DataVizSharingChannels_App,DataVizSharingChannels_Video,DataVizSharingChannels_SocialMedia,DataVizSharingChannels_Other__,ToolsForDataViz_,ToolsForDataViz_ArcGIS,ToolsForDataViz_Canvas,ToolsForDataViz_D3,ToolsForDataViz_Datawrapper,ToolsForDataViz_Excel,ToolsForDataViz_Figma,ToolsForDataViz_Flourish,ToolsForDataViz_ggplot2,ToolsForDataViz_Gephi,ToolsForDataViz_GoogleDataStudio,ToolsForDataViz_GoogleSheets,ToolsForDataViz_Highcharts,ToolsForDataViz_Illustrator,ToolsForDataViz_Leaflet,ToolsForDataViz_Looker,ToolsForDataViz_Mapbox,ToolsForDataViz_Observable,ToolsForDataViz_P5orProcessing,ToolsForDataViz_PenPaper,ToolsForDataViz_PhysicalMaterials,ToolsForDataViz_Plotly,ToolsForDataViz_PowerBI,ToolsForDataViz_PowerPoint,ToolsForDataViz_Python,ToolsForDataViz_QGIS,ToolsForDataViz_Qlik,ToolsForDataViz_R,ToolsForDataViz_RAWGraphs,ToolsForDataViz_React,ToolsForDataViz_Svelte,ToolsForDataViz_Tableau,ToolsForDataViz_Vega,ToolsForDataViz_Vue,ToolsForDataViz_WebComponents,ToolsForDataViz_WebGL,ToolsForDataViz_Other__,ToolsFreq_,ToolsFreq_ArcGIS,ToolsFreq_Canvas,ToolsFreq_D3,ToolsFreq_Datawrapper,ToolsFreq_Excel,ToolsFreq_Figma,ToolsFreq_Flourish,ToolsFreq_ggplot2,ToolsFreq_Gephi,ToolsFreq_GoogleDataStudio,ToolsFreq_GoogleSheets,ToolsFreq_Highcharts,ToolsFreq_Illustrator,ToolsFreq_Leaflet,ToolsFreq_Looker,ToolsFreq_Mapbox,ToolsFreq_Observable,ToolsFreq_P5orProcessing,ToolsFreq_PenPaper,ToolsFreq_PhysicalMaterials,ToolsFreq_Plotly,ToolsFreq_PowerBI,ToolsFreq_PowerPoint,ToolsFreq_Python,ToolsFreq_QGIS,ToolsFreq_Qlik,ToolsFreq_R,ToolsFreq_RAWGraphs,ToolsFreq_React,ToolsFreq_Svelte,ToolsFreq_Tableau,ToolsFreq_Vega,ToolsFreq_Vue,ToolsFreq_WebComponents,ToolsFreq_WebGL,ToolsFreq_Other__,ToolsLiking_,ToolsLiking_ArcGIS,ToolsLiking_Canvas,ToolsLiking_D3,ToolsLiking_Datawrapper,ToolsLiking_Excel,ToolsLiking_Figma,ToolsLiking_Flourish,ToolsLiking_ggplot2,ToolsLiking_Gephi,ToolsLiking_GoogleDataStudio,ToolsLiking_GoogleSheets,ToolsLiking_Highcharts,ToolsLiking_Illustrator,ToolsLiking_Leaflet,ToolsLiking_Looker,ToolsLiking_Mapbox,ToolsLiking_Observable,ToolsLiking_P5orProcessing,ToolsLiking_PenPaper,ToolsLiking_PhysicalMaterials,ToolsLiking_Plotly,ToolsLiking_PowerBI,ToolsLiking_PowerPoint,ToolsLiking_Python,ToolsLiking_QGIS,ToolsLiking_Qlik,ToolsLiking_R,ToolsLiking_RAWGraphs,ToolsLiking_React,ToolsLiking_Svelte,ToolsLiking_Tableau,ToolsLiking_Vega,ToolsLiking_Vue,ToolsLiking_WebComponents,ToolsLiking_WebGL,ToolsLiking_Other__,ChallengesForDataViz_,ChallengesForDataViz_LackTime,ChallengesForDataViz_LackDesignExpertise,ChallengesForDataViz_LackTechSkill,ChallengesForDataViz_LearningNewToolsEtc,ChallengesForDataViz_AccessingData,ChallengesForDataViz_InfoOverload,ChallengesForDataViz_LackCollaboration,ChallengesForDataViz_LackMentorship,ChallengesForDataViz_LowDataLiteracy,ChallengesForDataViz_DataVizNotRespected,ChallengesForDataViz_ToolsTechLimits,ChallengesForDataViz_NonVizActivity,ChallengesForDataViz_DataVolume,ChallengesForDataViz_Other__,ChallengesImpact_,ChallengesImpact_LackTime,ChallengesImpact_LackDesignExpertise,ChallengesImpact_LackTechSkill,ChallengesImpact_LearningNewToolsEtc,ChallengesImpact_AccessingData,ChallengesImpact_InfoOverload,ChallengesImpact_LackCollaboration,ChallengesImpact_LackMentorship,ChallengesImpact_LowDataLiteracy,ChallengesImpact_DataVizNotRespected,ChallengesImpact_ToolsTechLimits,ChallengesImpact_NonVizActivity,ChallengesImpact_DataVolume,ChallengesImpact_Other__,EntryBarriers__,DataVizNotUnderstood__,EmployChanged,EmployNewWanted,TopDataVizSkillsToImprove,TopDataVizSkillsToImprove_Other__,TopMethodsDataVizEduc_,TopMethodsDataVizEduc_Books,TopMethodsDataVizEduc_Workshops,TopMethodsDataVizEduc_Examples,TopMethodsDataVizEduc_VideoTutorials,TopMethodsDataVizEduc_CollaborateWithMoreSkilled,TopMethodsDataVizEduc_WorkThroughProject,TopMethodsDataVizEduc_MentororTeach,TopMethodsDataVizEduc_Podcasts,TopMethodsDataVizEduc_Other__,TrainingSitus_InPerson,TrainingSitus_SameTimeVirtual,TrainingSitus_AsyncVirtual,PDFundAmount,PDFundUse_,PDFundUse_ConferenceRegistration,PDFundUse_ConferenceTravel,PDFundUse_SoftwareLicenses,PDFundUse_Workshops,PDFundUse_Memberships,PDFundUse_Books,PDFundUse_Tuition,PDFundUse_DataLicensing,PDFundUse_Other__,TopIssuesDataViz_,TopIssuesDataViz_LackAwarenessOfDataVizImpact,TopIssuesDataViz_NoSeatAtTableForDataViz,TopIssuesDataViz_DiversityInTech,TopIssuesDataViz_IncomeInequality,TopIssuesDataViz_LackDataVizLiteracy,TopIssuesDataViz_DesignForDisabilities,TopIssuesDataViz_LackEducationAccess,TopIssuesDataViz_AlgorithmicBias,TopIssuesDataViz_LackEthicalStandards,TopIssuesDataViz_LackSoftwareLiteracy,TopIssuesDataViz_Other__,IssuesUrgency_,IssuesUrgency_LackAwarenessOfDataVizImpact,IssuesUrgency_NoSeatAtTableForDataViz,IssuesUrgency_DiversityInTech,IssuesUrgency_IncomeInequality,IssuesUrgency_LackDataVizLiteracy,IssuesUrgency_DesignForDisabilities,IssuesUrgency_LackEducationAccess,IssuesUrgency_AlgorithmicBias,IssuesUrgency_LackEthicalStandards,IssuesUrgency_LackSoftwareLiteracy,IssuesUrgency_Other__,TimeWorked,TimeDataPrep,TimeDataAnalysis,TimeIdeating,TimeProducingViz,TimeManagingDataViz,TimeOtherVizTasks,OtherVizTasks__,DataVizGoTo_Persons__,DataVizGoTo_Resources__,EducLevel,EducUndergradArea_,EducUndergradArea_collapsed,EducUndergradArea_ArtsHumanities,EducUndergradArea_Business,EducUndergradArea_Education,EducUndergradArea_HealthMed,EducUndergradArea_PublicSocialServices,EducUndergradArea_ScienceMathTech,EducUndergradArea_SocialSciences,EducUndergradArea_TradesPersonalServices,EducUndergradArea_MultiInterdisc,EducUndergradArea_Other__,EducGradArea_,EducGradArea_collapsed,EducGradArea_ArtsHumanities,EducGradArea_Business,EducGradArea_Education,EducGradArea_HealthMed,EducGradArea_PublicSocialServices,EducGradArea_ScienceMathTech,EducGradArea_SocialSciences,EducGradArea_TradesPersonalServices,EducGradArea_MultiInterdisc,EducGradArea_Other__,SpokenLanguages_summarized,Gender_summarized,RacEthHistUnderrep_,DVSMembership,SurveyDevice_summary,minutesInSurvey,pctQanswered,lastQanswered,lastSection_answered
1,60,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,8,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,On site (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],Analyst,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],100-499 employees,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,3,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],Lack of design expertise,[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,[\unasked],Minor Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Significant Impact,[\unasked],[\unasked],None,The data upstream needs to be clean before visualization can be effextove,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Somewhat likely,Very likely,Don’t know,4,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],Moderately Urgent,Moderately Urgent,[\unasked],40–49 hours,5 hours or less,5 hours or less,None,6–10 hours,6–10 hours,11–20 hours,Reviewing visualizations in applications,"Jonathan Drummey, Steve Wexler, Ann Jackson, Ellen Blackburn, Irene Diomi, Chris DiMartini","Twitter, The Data School Blog, Tableau Magic blog,",Bachelor’s degree,2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Phone,34.77,103%,Q66,{8b}
2,64,64,3,EmployeeANDFreelanceAND,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],25,27,USD - United States Dollar,"$100,000 - $119,999",$150 - $174,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],None of these describes my role,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[^not chosen],[^not chosen],[^not chosen],Scientists,[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,Students,Educators,Administrative Personnel,[^not chosen],[^not chosen],Funding Agencies,"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,Designers,Researchers,Students,Educators,Administrative Personnel,[^not chosen],[^not chosen],Funding Agencies,Social Sciences,4,Communication of research findings,Teaching data visualization as a course topic,As a topic of academic research,Other instructional purposes,[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[^not chosen],Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Barbell,8,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],Peer reviewed journal publication,Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],3,[^not chosen],Canvas,[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],Rarely,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],How long it may take,Yes,No,Improving my design skills,[^not chosen],7,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,[^not chosen],Mentoring/teaching others,Podcasts,[^not chosen],Not likely,Very likely,Somewhat likely,"$2,001–5,000",5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],60–69 hours,5 hours or less,11–20 hours,21–30 hours,5 hours or less,5 hours or less,5 hours or less,Communicating findings,"Cole Knaff, Stephanie Evergreen, Ann K. Emory, Shelia B. Robinson","Books, blogs and LinkedIn by: Cole Knaff (great podcast too), Stephanie Evergreen, and Ann K Emory","Doctoral degree (e.g., PhD, EdD, PsyD)",1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Educational Psychology,1: English,Woman,No,No,Phone,23.22,100%,Q66,{8b}
3,64,64,4,EmployeeANDFreelanceAND,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,Passive income from data visualization related products,[^not chosen],6,10,USD - United States Dollar,"$60,000 - $79,999",I am not compensated on an hourly or project basis,Thailand,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Developer,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Developer,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1. Strongly Disagree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Monitoring KPIs and tracking performance,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],Treemap,Dendrogram,[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"They might get but they normally sent their prefer chart to us. I feel like they did not respect on out expertise. I feel like I was hire to copy their work from excel to the new tool. More and more of facing this, it makes the creativity and passion of build good work become lesser and lesser",Yes,No,Learning a new technical tool or library,[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,$101–250,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat Urgent,Extremely Urgent,[\unasked],50–59 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,None,5 hours or less,Presenting the ideas or gathering the requirement,"Simon Beaumont, Neil Richard, Flerage Twin","Nightingales, Information is Beautiful Award and Tableau Public",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Computer,834.65,100%,Q66,{8b}
4,63,63,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,20,USD - United States Dollar,"$40,000 - $59,999",$60 - $74,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Analyst,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],Analyst,2,[^not chosen],[^not chosen],Non-profit,Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Tertiary,C - Some problems,7,[^not chosen],Not best fit for task,Costs and/or license issues,"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],Cannot easily integrate with other tools,Sharing limitations,[^not chosen],[^not chosen],Insufficient support or poor documentation,Very ad hoc (ie making use of what is available),2. Disagree,5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of technical support for tools that link to the data,4,Moderate Impact,[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],"The need for and time it takes to maintain,clean, and prepare data prior to visualization.",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Very likely,"$501–1,000",1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of an understanding of the underlying data and implications,1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,40–49 hours,6–10 hours,5 hours or less,None,5 hours or less,None,None,[^not chosen],Stephanie Evergreen,Evergreen Academy,Master’s (or similar graduate degree),1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],4,2 or more,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],Educational Research & Statistics,1: English,Woman,No,Yes,Computer,31.75,100%,Q66,{8b}
5,62,62,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],15,17,GBP - United Kingdom Pound,"$60,000 - $79,999",$225 - $249,United Kingdom,Hybrid,[^not chosen],Hybrid,[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],Scientists,Medical Professionals,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],Educators,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designer,3,[^not chosen],[^not chosen],[^not chosen],Academia,[^not chosen],Healthcare/medical,[^not chosen],Journalism,[^not chosen],[^not chosen],[^not chosen],500-999 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,5,[^not chosen],[^not chosen],[^not chosen],Scientists,Medical Professionals,[^not chosen],Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],Educators,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],17,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,Force-Directed Graph,[^not chosen],7,[^not chosen],[^not chosen],Scrollytelling,Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,Peer reviewed journal publication,Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],7,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],[^not chosen],Flourish,[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],P5/Processing,Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],That different media require different approaches,No,No,Improving my data skills,[^not chosen],6,Books,Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,Don’t have a set amount,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,Income inequality,[^not chosen],Designing for disabilities,Lack of access to education,Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],7,Somewhat Urgent,Somewhat Urgent,Extremely Urgent,Extremely Urgent,[\unasked],Moderately Urgent,Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,None,5 hours or less,6–10 hours,6–10 hours,6–10 hours,Prepping visualisations for publication in print / web / social. Collecting stats on previously published visualisations. Reporting on success or otherwise of visiualisations. Acquiring data. Preparing business cases for new software licenses / staff. Writing job descriptions for new staff. User research.,"Marie and Otto Neurath, Andy Kirk, Nadieh Bremner, David McCandless, Jason Forrest, Moritz Stefaner, Jan Willem Tulp","Nightingale, The Economist, Flowing Data, DVS Slack","Doctoral degree (e.g., PhD, EdD, PsyD)",1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Health and Medicine,[^not chosen],[^not chosen],[^not chosen],Health and Medicine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,27.5,100%,Q66,{8b}
6,62,62,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],2,9,USD - United States Dollar,"$60,000 - $79,999",$60 - $74,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,2,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Environment,500-999 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,5,General Public,Analysts,[^not chosen],Scientists,[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Full time,Graduate/Master’s,"Yes, in a required course",Master's in Data Analysis and Visualization,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],7,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],6,Significant Impact,[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],Getting the work to build out a portfolio of work I can use to show my skills,Don't see the value vs. time spent working on viz,No,Yes,Learning a new technical tool or library,[^not chosen],9,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,CLASS! Grad school has been immensely helpful. All of the above are parts of my data viz journey.,Somewhat likely,Very likely,Very likely,"$5,001+",6,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,Algorithmic bias,Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],7,[\unasked],[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Moderately Urgent,Moderately Urgent,Extremely Urgent,Moderately Urgent,[\unasked],50–59 hours,6–10 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,5 hours or less,"Studying, research, etc.","Mona Chalabi, Giorgia Lupi, Amy Cesal, Francesco Muzzi, Duke Riley","FT Visual Vocabulary, Data Viz Today podcast, Women's Art Twitter Account, NYT Kids section, Atmos Instagram Page",Bachelor’s degree,3,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],Public and Social Services,[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,25.42,100%,Q66,{8b}
7,61,61,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],5,20,UGX - Uganda Shilling,"Less than $10,000",Less than $15,Uganda,On site (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Scientist,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,6,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],Students,Educators,[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],"Science, Math, and Technology",3,Communication of research findings,Teaching data visualization as a course topic,As a topic of academic research,[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,Newspaper or magazine,[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,[^not chosen],Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],Information overload,Lack of collaboration,Lack of mentorship,Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],11,[\unasked],Significant Impact,Moderate Impact,Significant Impact,[\unasked],Significant Impact,Moderate Impact,Moderate Impact,Moderate Impact,Moderate Impact,Significant Impact,Moderate Impact,Significant Impact,[\unasked],data and technical capacity and also technical limitation,time and understanding the best viz to use,Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Somewhat likely,$0 ,6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],5,Extremely Urgent,Moderately Urgent,[^not answered],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],40–49 hours,5 hours or less,21–30 hours,11–20 hours,More than 30 hours,21–30 hours,21–30 hours,approvals for the visualisations,https://datavizproject.com/,"https://datavizcatalogue.com/index.html,",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,Yes (opting not to specify),I don’t know,Computer,370.47,100%,Q66,{8b}
8,61,61,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],10,27,EUR - Euro Member Countries,"$20,000 - $39,999",I am not compensated on an hourly or project basis,Portugal,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],20-99 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Part time,Graduate/Master’s,"Yes, in a required course",Business Analytics,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],Interactive notebook,Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],Lack of design expertise,[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],My comments relate to past professional experience having working in a large multi national company where management do not value data analysis and data viz hence being difficult to steer progress,Yes,Yes,Improving my data skills,[^not chosen],6,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Very likely,Very likely,$0 ,5,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,Data licensing,[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,Extremely Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],40–49 hours,5 hours or less,5 hours or less,None,11–20 hours,None,5 hours or less,"developing other skills such as HTML, Javascript, etc.",People who share content in sites such as Linkedin,"Kaggle, Data Viz, Maven, etc.",Bachelor’s degree,1,Other: IT Programming,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],IT Programming,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,14.23,100%,Q66,{8b}
9,61,61,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],15,18,USD - United States Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Education,"1,000-4,999 employees",Secondary,C - Some problems,5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Cannot easily integrate with other tools,Sharing limitations,Security or governance difficulties,Tool has poor UX/UI accessibility,Insufficient support or poor documentation,[^not chosen],2. Disagree,9,General Public,Analysts,[^not chosen],Scientists,[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],Social Sciences,2,Communication of research findings,Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Qlik,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Argos,3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,5,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],"The amount of time it takes to create something worthwhile and actionable, as well as how to ask questions that are strategic to help us get to an end product that is useful.",No,No,Improving my skills with an existing technical tool or library,[^not chosen],6,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,"$2,001–5,000",2,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,5 hours or less,None,6–10 hours,11–20 hours,11–20 hours,Meetings,Steve Wexler,Tableau Public,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],3,2 or more,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,No,Computer,36.47,100%,Q66,{8b}
10,61,61,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,9,USD - United States Dollar,"$120,000 - $139,999",$60 - $74,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],Designer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],20-99 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],21,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,Hexbin,Heatmap,Infographic,Pictorial Visualization,Treemap,Dendrogram,Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],VR/AR Chart,Bee Swarm Chart,Force-Directed Graph,"Funnel, spiral, matrix,",8,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],It’s seen as a blue collar profession and takes work to get “buy in” like other more established departments and roles. Often seen as a job the team can “figure out” without hiring an expert.,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],5,Books,[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,$251–500,4,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],Professional association memberships,[^not chosen],[^not chosen],Data licensing,[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],50–59 hours,5 hours or less,5 hours or less,11–20 hours,11–20 hours,5 hours or less,5 hours or less,"Admin, meetings, project debriefs","Nancy Durante, Ellen Lupton,","Invision, Information is Beautiful, Aiga, the crazy ones podcast",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Phone,18.77,100%,Q66,{8b}
11,60,60,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],17,8,USD - United States Dollar,"$160,000 - $179,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,5,Public sector (government),Private sector,[^not chosen],[^not chosen],Finance,Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],"5,000+ employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",1,[^not chosen],Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],7,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],Social media,[^not chosen],7,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],Often,[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],Very much,[\unasked],Not at all,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Data volume,[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],You can't assume anything is trivial.,Yes,No,Improving my design skills,[^not chosen],6,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Very likely,Very likely,"$5,001+",3,Conference registration,Conference travel and lodging,Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],5,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],Moderately Urgent,Somewhat Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],30–39 hours,5 hours or less,5 hours or less,6–10 hours,21–30 hours,6–10 hours,5 hours or less,"Mob Programming, Mob Designing","Jacques Bertin, Tamara Munzner, Nadieh Bremer, Mike Bostock","Twitter, Observable, Bl.ocks.org","Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,10.98,100%,Q66,{8b}
12,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,28,USD - United States Dollar,"$100,000 - $119,999",$45 - $59,United States,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,C - Some problems,1,Inadequate customizability,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2. Disagree,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,Hexbin,Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],Lack of design expertise,Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],4,[\unasked],Minor Impact,Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],none,understanding how to use and understand data visualization,Yes,No,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],[^not chosen],[^not chosen],Podcasts,[^not chosen],Not likely,Very likely,Very likely,Don’t have a set amount,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],40–49 hours,5 hours or less,6–10 hours,6–10 hours,11–20 hours,5 hours or less,5 hours or less,research on how to build desired data viz- Tableau tool techniques,"Amanda Cox, Moritz Stefaner, Enrico Bertini, Nathan Yau, Ali Torbin, Lindsay Betzendahl","podcasts , books,",Bachelor’s degree,1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,50.48,100%,Q66,{8b}
13,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,3,INR - India Rupee,"Less than $10,000",Less than $15,India,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,6,[^not chosen],[^not chosen],[^not chosen],Scientists,Medical Professionals,[^not chosen],Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,[^not chosen],Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],Dendrogram,[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],Google Data Studio,Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],Very much,[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],9,Significant Impact,Significant Impact,Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Significant Impact,Significant Impact,Significant Impact,Significant Impact,[\unasked],Limitation in Tools and Lack of expertise and mentorship,Time and Data Volume,No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],5,Books,Workshops,Examples,Video tutorials,[^not chosen],[^not chosen],[^not chosen],Podcasts,[^not chosen],Very likely,Very likely,Very likely,$1–100,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],7,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,Income inequality,Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],7,Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],30–39 hours,11–20 hours,11–20 hours,6–10 hours,6–10 hours,11–20 hours,5 hours or less,Other irrelevant works at work,Internet,"Websites like medium, data viz blogs",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Other: Mathematics and Statistics,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mathematics and Statistics,2 or more: Other(s) and English,Man,Yes (opting not to specify),Yes,Computer,17.85,100%,Q66,{8b}
14,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20,More than 30,SGD - Singapore Dollar,"$40,000 - $59,999",I am not compensated on an hourly or project basis,Singapore,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,C - Some problems,3,[^not chosen],Not best fit for task,Costs and/or license issues,[^not chosen],[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3. Neither Agree nor Disagree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],7,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,Document or report,Presentations,Email,[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],11,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,Gephi,[^not chosen],Google Sheets,[^not chosen],[^not chosen],Leaflet,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,PowerPoint,Python,QGIS,Qlik,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],11,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,Sometimes,[\unasked],Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,Often,Often,Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Very much,Very much,Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,Significant Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],effort needed,Yes,Yes,Learning a new technical tool or library,[^not chosen],2,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Very likely,$101–250,2,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],50–59 hours,6–10 hours,6–10 hours,6–10 hours,6–10 hours,5 hours or less,5 hours or less,nil,nil,peer/community websites,Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Self-described or Prefer not to say,No,I don’t know,Computer,10.02,100%,Q66,{8b}
15,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,5,USD - United States Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,3,Public sector (government),[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Labor/Workforce,Fewer than 20 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,7,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],Dashboard,Scrollytelling,Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Sometimes,Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Not at all,Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Data volume,[^not chosen],3,[\unasked],[\unasked],[\unasked],Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],"None, my work environment is here for data viz!","Nothing, we're all in!",Yes,No,Learning a new technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,"$2,001–5,000",4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,5 hours or less,11–20 hours,11–20 hours,6–10 hours,None,[^not chosen],"Evergreen Data, Cairo, Tufte","Twitter, flowing data, reddit data viz",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Education,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,73.1,100%,Q66,{8b}
16,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,15,USD - United States Dollar,"$120,000 - $139,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Tertiary,C - Some problems,2,Inadequate customizability,Not best fit for task,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2. Disagree,3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Rarely,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],5,Significant Impact,Minor Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],"They're clinging to old techniques, focus on aesthetics over accuracy and accessibility",No,Yes,Improving my design skills,[^not chosen],4,[^not chosen],Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Very likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,11–20 hours,11–20 hours,5 hours or less,"annotating, revising, accessibility",Stephanie Evergreen,"Stephanie Evergreen, Duarte",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,I don’t know,Computer,14.48,100%,Q66,{8b}
17,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,24,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Engineer,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Secondary,C - Some problems,3,[^not chosen],Not best fit for task,Costs and/or license issues,[^not chosen],[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4. Agree,2,[^not chosen],Analysts,Engineers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,PowerPoint,Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,Often,Sometimes,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,Somewhat,Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Lack of design expertise,[^not chosen],Learning new tools/approaches,Accessing data,Information overload,[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],Moderate Impact,[\unasked],Significant Impact,Significant Impact,Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],interviewing practices are not great,How much underlying preparation is needed to clean data,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],Workshops,[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,Don’t know,1,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],40–49 hours,11–20 hours,5 hours or less,None,5 hours or less,5 hours or less,5 hours or less,N/A,N/A,"Podcasts, YouTube Tutorials, DataCamp",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,"Yes, and I would like to specify:",No,Computer,9.23,100%,Q66,{8b}
18,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,7,USD - United States Dollar,"$40,000 - $59,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,2,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,[^not chosen],Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Concentration on metrics over understanding,why it is important and how it can lead to overall better understanding of the business,No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],5,Books,Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,"$5,001+",2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,6–10 hours,None,5 hours or less,5 hours or less,5 hours or less,Working with stakeholders to get data in a readable format and in a place that it can be accessed,Nadieh Bremer,Medium,Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,9.9,100%,Q66,{8b}
19,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,16,BRL - Brazil Real,"$20,000 - $39,999",I am not compensated on an hourly or project basis,Brazil,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,Journalism,[^not chosen],[^not chosen],Media & Communication,"5,000+ employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,7,General Public,Analysts,Engineers,Scientists,[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],Illustrator,[^not chosen],Looker,[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],Somewhat,[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,Moderate Impact,Minor Impact,Minor Impact,[\unasked],[\unasked],[\unasked],Show strategical position of dataviz on business,They can't personalize visualizations because of BI tools limitations,No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Very likely,Very likely,Don’t know,4,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],50–59 hours,None,6–10 hours,6–10 hours,21–30 hours,5 hours or less,6–10 hours,Updating previous visualizations,"Giorgia Lupi, Rodrigo Medeiros, Giulia Gianella, Leandro Amorim","Follow those people on Behance, Twitter and Linkedin",Master’s (or similar graduate degree),2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: Other,Woman,Yes (opting not to specify),No,Computer,26.57,100%,Q66,{8b}
20,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,15,CLP - Chile Peso,"$40,000 - $59,999",I am not compensated on an hourly or project basis,Chile,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],Students,Educators,Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],13,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],6,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,Physical medium other than printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Rarely,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Sometimes,Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Not at all,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[^not answered],[\unasked],[\unasked],Very much,Not at all,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,Moderate Impact,[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],"Often, Engineering or similar undergraduate degrees are required for data viz position, and I am a designer with MSc in Data Science.","Probably, I have a higher interest in data and systematic data collection, as I made this, part of my job responsibilities. Other people I work with, are not that interested in data itself yet, because they have been working without good data for a long time. But we are getting there.",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],5,[^not chosen],Workshops,Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Somewhat likely,Don’t know,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,It is commonly attached to an Analyst job description rather than a position in itself,3,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,40–49 hours,21–30 hours,11–20 hours,6–10 hours,11–20 hours,5 hours or less,11–20 hours,"Learning Software Use, Implementing Dashboard","Cole Nussbaumer Knaflic, Hans Rosling",Tableau Conference and Galleries; Information is Beautiful; Storytelling With Data,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: Other,Man,No,Yes,Computer,29.18,100%,Q66,{8b}
21,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Less than 1 year,3,INR - India Rupee,"Less than $10,000",I am not compensated on an hourly or project basis,India,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],Private sector,Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],Lack of mentorship,Low data literacy,Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,Significant Impact,Minor Impact,Significant Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],Significant Impact,Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],lack of need based guidance in the respective fields,"the need, the efforts behind it",Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],5,[^not chosen],Workshops,Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Very likely,Somewhat likely,$101–250,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],Extremely Urgent,Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,21–30 hours,11–20 hours,11–20 hours,6–10 hours,5 hours or less,None,"the impact it can create, the perspectives it can bring towards the same data","alberto cairo, giorgia lupi",twitter (its amazing to see people exploring and sharing their work),Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Multi-/Interdisciplinary Studies,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],2 or more: Other(s) and English,Woman,"Yes, and I would like to specify:",No,Computer,27.6,100%,Q66,{8b}
22,59,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,5,USD - United States Dollar,"$60,000 - $79,999",$30 - $44,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,7,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,Students,[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,Hexbin,Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),Plotly,[^not chosen],PowerPoint,Python,QGIS,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,Sometimes,[\unasked],Often,Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Somewhat,[\unasked],Very much,Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],6,Significant Impact,Minor Impact,Moderate Impact,Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Not having a coding background,The story-telling aspect and importance of accessibility,No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,Don’t know,6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,Data licensing,[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],Lack of software literacy,[^not chosen],4,Extremely Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],Moderately Urgent,[\unasked],40–49 hours,6–10 hours,5 hours or less,5 hours or less,11–20 hours,11–20 hours,5 hours or less,"Documenting process, establishing quality control process","Steve Wexler, Eleanor Lutz","Tableau Public, New York Times. maps",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Multi-/Interdisciplinary Studies,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],1: English,Woman,No,Yes,Computer,7.9,100%,Q66,{8b}
23,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,6,USD - United States Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,6,General Public,[^not chosen],[^not chosen],Scientists,[^not chosen],Product or Project Managers,Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],Educators,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Qlik,R,RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Rarely,Rarely,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[^not chosen],Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],Lack of collaboration,Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],Minor Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],Minor Impact,Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],I am a self-taught data viz designer coming from an analytical background. I had a hard time finding resources to learn data viz specific skills in design tools such as illustrator to be able to make the kinds of visuals I am interested in making.,Data viz is a communication tool! Not just a pretty picture to break up text or to make something look more impressive.,Yes,No,Learning a new technical tool or library,[^not chosen],4,Books,[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,Don’t have a set amount,2,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,6–10 hours,5 hours or less,11–20 hours,5 hours or less,5 hours or less,Meetings,"Federica Fragapane, Nadieh Bremer, Cole Nussbaumer Knaflic, Alberto Cairo, Edward Tufte","Pinterest, Behance, books, Tableau public",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Phone,50.38,100%,Q66,{8b}
24,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],12,25,USD - United States Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,Funders,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],Gephi,[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Lack of design expertise,Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,Minor Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],That data visualization is not the final stap,No,Yes,Learning a new technical tool or library,[^not chosen],5,Books,[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Not likely,Somewhat likely,"$1,001–2,000",4,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],2,[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,5 hours or less,6–10 hours,None,6–10 hours,Preparing a data visualization course,"Emery, Evergreen, Schwabish, Cairo, Nussbaumer-Knafflic","Twitter, data viz society, storytelling with data",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Tablet,15,100%,Q66,{8b}
25,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Less than 1 year,Less than 1 year,INR - India Rupee,"$10,000 - $19,999",I am not compensated on an hourly or project basis,India,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],[^not chosen],[^not chosen],Scientists,Medical Professionals,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],Ribbon Chart,4,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Vue,[^not chosen],[^not chosen],Sketch,6,[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,6,[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,3,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],"Expensive courses, payment options to courses only accept USD, VISA, Maestro or PayPal.",Technical limitations of tools.,No,Yes,Learning a new technical tool or library,[^not chosen],3,Books,[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,$0 ,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],30–39 hours,5 hours or less,None,6–10 hours,More than 30 hours,5 hours or less,5 hours or less,"Documentation, Jira, client approvals, standups","Axios Visuals, NY Times, Washington Post, Kontinentalist, Sam Learner, Sarah Slobin, Julia Ledur, Amy O Kruk, Krisztina Szucs, Mark Belan, Marco Hernandez, Karim Douieb, Marcelo Duhlade, Andy Kirk, Mona Chalabi, Shirley Wu, Nadieh Bremer, Yan Holtz, Sonja Kuijpers","Pinterest, d3graphgallery, observablehq, fireside chats by data visualization society",Bachelor’s degree,2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accounting and Finance,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: English and Other(s),Woman,No,No,Phone,32.67,100%,Q66,{8b}
26,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,4,EUR - Euro Member Countries,I am not compensated on a yearly basis,Less than $15,Poland,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],20-99 employees,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,4,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,Scrollytelling,[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Think-cell,5,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,5,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,4,[^not chosen],[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],Information overload,[^not chosen],Lack of mentorship,Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],Significant Impact,Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"technical skills, lack of desire to implement new data vis tools from the executives",Basic data literacy,No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Not likely,Very likely,$251–500,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],paid (structured!) online-courses,2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,6–10 hours,6–10 hours,5 hours or less,None,5 hours or less,5 hours or less,Preparation of questionnaire and perspective data model; fieldwork for the data (public opinion poll coordination),hard to say,Different telegram channels with examples,Bachelor’s degree,1,Other: Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: Other(s) and English,Man,No,No,Computer,83.92,100%,Q66,{8b}
27,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,12,USD - United States Dollar,"$120,000 - $139,999",$125 - $149,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,3,Public sector (government),Private sector,[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Gantt, bar code chart",5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],Information overload,Lack of collaboration,Lack of mentorship,Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],9,Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],Significant Impact,Moderate Impact,Moderate Impact,Significant Impact,Significant Impact,Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],They don't understand the value of what they aren't comfortable with because text tables and spreadsheets is all they've known.,No,Yes,Improving my design skills,[^not chosen],4,[^not chosen],Workshops,[^not chosen],Video tutorials,Collaborating with more skilled practitioners,[^not chosen],Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,"$2,001–5,000",5,Conference registration,Conference travel and lodging,Data visualization software licenses,[^not chosen],Professional association memberships,[^not chosen],[^not chosen],Data licensing,[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,Extremely Urgent,Somewhat Urgent,[\unasked],[^not answered],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,6–10 hours,"Project management, meetings","Ellen Blackburn, Autumn Battani, Steve Wexler, Kelly Martin, Chimdi Nwosu","Tableau Public, Dribbble, The Economist, Washington Post, The Nightingale, Financial Times, NPR",Master’s (or similar graduate degree),2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,20.17,100%,Q66,{8b}
28,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,9,USD - United States Dollar,"$60,000 - $79,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],5,[\unasked],[\unasked],[\unasked],Minor Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],Lack of total years of experience in the profession and lack of professional degree.,"The amount of time it takes to work with data on the front end in order to understand/clean/aggregate it properly in order to get to the stage of iterating valuable visualizations, as well as the time it takes to then format the visualizations in a proper/creative way that works best for the audience.",Yes,No,Improving my design skills,[^not chosen],5,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,[^not chosen],Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Somewhat likely,$251–500,6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],5,Moderately Urgent,[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],30–39 hours,21–30 hours,6–10 hours,6–10 hours,5 hours or less,None,5 hours or less,"Formatting, finding icons, developing images for navigation buttons","Steve Wexler, Jeffrey Shaffer, Amanda Makulec, Andy Cotgreave, Chantilly Jaggernauth","Websites, Googling examples, blogs, Tableau Public",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,44.55,100%,Q66,{8b}
29,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,8,USD - United States Dollar,"$80,000 - $99,999",$75 - $99,United States,On site (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,5,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],8,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Qualtrics,8,Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,8,Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,4,Lack of time,[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],"How much more effective our reporting can be, and the time we can save after automation/templates are in place.",Yes,Yes,I don’t feel I need to improve my data visualization skills currently,[^not chosen],7,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,Don’t know,6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,6–10 hours,5 hours or less,5 hours or less,Back and forth feedback and adjustment.,Ann K. Emery (Depict Data Studio) & Stephanie Evergreen (Evergreen Data),"Step-by-step guides, websites, tutorial videos and webinars..","Doctoral degree (e.g., PhD, EdD, PsyD)",2,2 or more,[^not chosen],[^not chosen],Education,Health and Medicine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,2 or more,[^not chosen],Business,Education,[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Woman,"Yes, and I would like to specify:",No,Computer,34.7,100%,Q66,{8b}
30,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],13,More than 30,USD - United States Dollar,"$120,000 - $139,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],Dashboard,Scrollytelling,Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,Video,Social media,[^not chosen],10,[^not chosen],[^not chosen],D3.js,Datawrapper,Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],Svelte,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,[\unasked],[\unasked],Sometimes,Often,Often,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,[\unasked],[\unasked],Very much,Very much,Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],Dataviz is undervalued.,No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Not likely,Somewhat likely,Somewhat likely,"$501–1,000",1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],4,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,11–20 hours,6–10 hours,5 hours or less,Review/discussion of dataviz approach with stakeholders.,"Nadieh Bremer, Moritz Stefaner, Maarten Lambrechts","Data Stories podcast, media including New York Times, Washington Post, Guardian, Wall Street Journal, Economist, Axios, FiveThirtyEight, The Pudding",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Other: Information Visualization MPS (MICA),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information Visualization,1: English,Man,No,Yes,Computer,25.33,100%,Q66,{8b}
31,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,20,AUD - Australia Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,Australia,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Marketing,[^not chosen],[^not chosen],500-999 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Datorama,3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Often,3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],I think they're so stuck in their ways with Excel tables that they're not comfortable moving out with that safety. They don't understand how to interpret data in this way.,No,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,None,None,5 hours or less,6–10 hours,6–10 hours,Answering questions about visualisations and giving training,"No-one specifically, I tend to explore data visualisation galleries and blogs for inspiration.",Blogs and newsletters.,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Other: Music,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Music,1: English,Man,No,I don’t know,Computer,30.43,100%,Q66,{8b}
32,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,More than 30,USD - United States Dollar,"$60,000 - $79,999",$30 - $44,United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,Information overload,Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Moderate Impact,[\unasked],[\unasked],Minor Impact,Moderate Impact,Significant Impact,Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Because ""we've never done it that way before!""",No,Yes,Improving my design skills,[^not chosen],6,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Not likely,Not likely,$251–500,2,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,6–10 hours,5 hours or less,11–20 hours,5 hours or less,21–30 hours,Formatting! What's published to server isn't always what's displayed during development,Tableau Public (general),"Websites, books, YouTube",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,No,Computer,158.48,100%,Q66,{8b}
33,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],18,24,USD - United States Dollar,"$240,000 or more",$225 - $249,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",9,Public sector (government),Private sector,Non-profit,Academia,Finance,Healthcare/medical,Information technology,Journalism,[^not chosen],Consultant (therefore multiple areas),[^not chosen],Fewer than 20 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,10,General Public,Analysts,[^not chosen],Scientists,Medical Professionals,[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],Educators,Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],Pictorial Visualization,Treemap,[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],12,Embedded in a tool,Dashboard,Scrollytelling,Static web page,[^not chosen],Document or report,Presentations,[^not chosen],Newspaper or magazine,Peer reviewed journal publication,[^not chosen],[^not chosen],Augmented or Virtual reality,Installation,App,[^not chosen],Social media,[^not chosen],20,ArcGIS,Canvas,D3.js,[^not chosen],Excel,Figma,Flourish,ggplot2,Gephi,Google Data Studio,Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,[^not chosen],P5/Processing,Pen & paper,Physical materials (other than pen and paper),[^not chosen],[^not chosen],[^not chosen],[^not chosen],QGIS,[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],Tableau,[^not chosen],[^not chosen],Web Components,WebGL,[^not chosen],20,Sometimes,Often,Often,[\unasked],Often,Rarely,Rarely,Rarely,Rarely,Rarely,Often,[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],[\unasked],Often,Sometimes,[\unasked],20,Somewhat,Very much,Very much,[\unasked],Very much,Somewhat,Not at all,Not at all,Not at all,Not at all,Very much,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],Very much,Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],Not at all,[\unasked],[\unasked],Very much,Very much,[\unasked],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,Information overload,[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Measuring the return on investment (or simply value) is extremely difficult to quantify.,No,No,Other (please specify),Improving process is never-ending.,2,[^not chosen],[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,Don’t have a set amount,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],Team exercises.,2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,5 hours or less,5 hours or less,6–10 hours,6–10 hours,6–10 hours,"Meetings with and managing clients. Estimate documentation, emails, etc.","Friends, Social Media, Conferences.","Pinterest, whatever we can find via Google.",Master’s (or similar graduate degree),2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,20.25,100%,Q66,{8b}
34,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,9,USD - United States Dollar,"$80,000 - $99,999",$45 - $59,United States,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Bullet chart, Area chart, Ternary plot, Colored table",6,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,[^not chosen],Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Whiteboard and markers,6,[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,6,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],Politics involved in developing a dashboard for the leadership,5,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],"Sometimes, especially from collaborators that gave snarky comments about the dashboard design being embellishment rather than apart of visual analytics.",No,No,Other (please specify),Improving my skill in helping collaborators identify their business goals of using the dataviz,8,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,In-person discussions,Somewhat likely,Very likely,Very likely,Don’t know,3,Conference registration,Conference travel and lodging,Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],6,Moderately Urgent,Somewhat Urgent,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],30–39 hours,6–10 hours,5 hours or less,6–10 hours,11–20 hours,5 hours or less,5 hours or less,Meetings with collaborators to discuss the threshold values that they may want to add in the viz,"Andy Kriebel, Jen Christiansen, John Burn-Murdoch, Chimdi Nwosu, Stephanie Evergreen, Cole Knaflic, Ali Troban","Youtube channels (e.g., Tableau, Figma), Podcasts (Data Stories, Explore Explain, DataViz Today, Analytics Power Hour, The Present Beyond Measure), DataVizProject, Pudding.io","Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,"Yes, and I would like to specify:",Yes,Computer,20.55,100%,Q66,{8b}
35,58,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,More than 30,EUR - Euro Member Countries,"$20,000 - $39,999",Less than $15,Portugal,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalism,[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,2,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalists,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,Scrollytelling,Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],[^not chosen],Google Sheets,Highcharts,Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],Lack of technical skill,Learning new tools/approaches,Accessing data,Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Significant Impact,Significant Impact,Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Function. Data visualization still sees as an illustration...,No,No,Other (please specify),Learning all new features about visual journalism,5,[^not chosen],Workshops,[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,"$501–1,000",3,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],Data licensing,[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,Somewhat Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,21–30 hours,5 hours or less,Searching for visuals aids for example,"NYT, WP, SCMP, Finantial Times, The pudding, Guardian...","what they do, how do they do it, what is the purpose of what they do...",Master’s (or similar graduate degree),1,Multi-/Interdisciplinary Studies,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: Other,Woman,No,Yes,Computer,43.05,100%,Q66,{8b}
36,57,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,10,EUR - Euro Member Countries,"$40,000 - $59,999",$125 - $149,Germany,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Marketing,Consultant (therefore multiple areas),[^not chosen],20-99 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],SAP Analytics Cloud,7,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,7,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],Access rights,Tool limitations are real,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,$101–250,3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,Somewhat Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,11–20 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,5 hours or less,Meetings,[^not answered],"Curbal, Hiw to Power BI, Enterprise DNA, Power BI Tips, SQL Tips, The Flerlage Twins, Tableau Software, Storytelling with data",Technical school,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: Other(s) and English,Man,No,Yes,Phone,27.47,100%,Q66,{8b}
37,57,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,More than 30,USD - United States Dollar,"$120,000 - $139,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,[^not chosen],Lack of design expertise,Lack of technical skill,[^not chosen],Accessing data,Information overload,Lack of collaboration,Lack of mentorship,Low data literacy,Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],9,[\unasked],Minor Impact,Minor Impact,[\unasked],Minor Impact,Moderate Impact,Significant Impact,Significant Impact,Significant Impact,Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],good question,No,No,Improving my design skills,[^not chosen],7,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Not likely,Not likely,Don’t know,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],40–49 hours,6–10 hours,6–10 hours,5 hours or less,11–20 hours,None,None,admin meetings,big book of dashboards,google searches,Bachelor’s degree,1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,8.33,100%,Q66,{8b}
38,57,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],16,16,EUR - Euro Member Countries,"$60,000 - $79,999",I am not compensated on an hourly or project basis,Netherlands,Hybrid,[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],[^not chosen],[^not chosen],Scientists,[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],Scrollytelling,Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],The impact on the target audience,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Not likely,Not likely,Don’t have a set amount,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,5 hours or less,6–10 hours,11–20 hours,6–10 hours,11–20 hours,Presentation preparation for conference,"Topi Tjukanov, Michelle Rial, Stefanie Posavec","Newspapers like NYT, Washington Post, SCMP. And Twitter",Bachelor’s degree,1,Other: Not American.,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not American.,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: Other(s) and English,Man,No,Yes,Computer,20.98,100%,Q66,{8b}
39,57,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,7,USD - United States Dollar,"$140,000 - $159,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,2,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,4,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Media Professionals,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],Social media,[^not chosen],7,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],Often,[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],Very much,[\unasked],Not at all,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],"I follow experience design philosophies and seek to get people to insights and decisions with minimal work and cognitive load from them (i.e. I avoid exploratory, complicated visualizations)",Yes,No,Other (please specify),Building data literacy among my audience and scaling data viz into our design system,4,[^not chosen],[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,5,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],9,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,Algorithmic bias,Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],8,Extremely Urgent,Extremely Urgent,[^not answered],[\unasked],Extremely Urgent,Extremely Urgent,Somewhat Urgent,Moderately Urgent,Moderately Urgent,Somewhat Urgent,[\unasked],30–39 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,None,6–10 hours,"Rapid prototyping, data viz engineering, user testing","Diana Yoo, Chris Hoffman, Sarah Fawson, Mike Bostock","The Pudding, NYT, WaPo, fitness apps, etc.",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,23.38,100%,Q66,{8b}
40,57,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,17,USD - United States Dollar,"$140,000 - $159,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Media,"5,000+ employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,4,[^not chosen],[^not chosen],Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Looker,[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],Plotly,Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],Rarely,Sometimes,Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,Not at all,Not at all,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],Information overload,[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],6,Significant Impact,[\unasked],Minor Impact,[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],"Garbage in, garbage out - less time focused on wrangling and cleaning to ensure quality and relevant data",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,$101–250,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],6,[^not chosen],Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],6,[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,5 hours or less,5 hours or less,6–10 hours,None,5 hours or less,"Reviewing and refining visualizations built by direct reports, validating data coming from outside my team/dept","Scott Galloway, Mona Chalabi, Nadieh Bremer, Kirk Borne,","My kids, sports, my urban flock of chickens, human behavior",Bachelor’s degree,2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,"Yes, and I would like to specify:",Yes,Computer,19.37,100%,Q66,{8b}
41,56,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],15,30,USD - United States Dollar,I am not compensated on a yearly basis,$30 - $44,United States,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],Analyst,Primary,C - Some problems,3,[^not chosen],[^not chosen],[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Insufficient support or poor documentation,"chose report software with minimal viz capacity, required import of pictures",3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Embedded in a tool,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],expected to create a dashboard in next yr but not in past 6 mos,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],That there are standards. Can't always dumb things down. Some attitudes that anybody can make a viz.,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not likely,Very likely,Very likely,Don’t know,3,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],Data licensing,[^not chosen],5,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],5,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,Moderately Urgent,[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],20–29 hours,5 hours or less,5 hours or less,None,11–20 hours,5 hours or less,5 hours or less,Writing narrative to describe viz; explaining reasons for viz design,Submitters to Reddit group: data is beautiful. Stephen Wexler,"Data Camp, Chart Chat, Reddit: Data is beautiful. An in-organization learning collective",Master’s (or similar graduate degree),1,Other: Psychology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Psychology,2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],1) Psychology 2) Public Health-Epidemiology,1: English,Woman,No,No,Computer,45.2,100%,Q66,{8b}
42,56,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20,20,KRW - Korea (South) Won,"$80,000 - $99,999",$45 - $59,South Korea,Hybrid,[^not chosen],Hybrid,[^not chosen],"Leadership (Manager, Director, VP, etc.)",Secondary,C - Some problems,2,[^not chosen],Not best fit for task,[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Analysts,[^not chosen],Scientists,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designers,[^not chosen],Students,[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Dot Plot,[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],P5/Processing,[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],Lack of technical skill,Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],Significant Impact,Moderate Impact,Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],data literacy,Yes,No,Improving my data skills,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,"$501–1,000",2,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,11–20 hours,6–10 hours,6–10 hours,5 hours or less,5 hours or less,brand logo design,otto neurath,pinterest,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: Other,Man,No,Yes,Computer,34.03,100%,Q66,{8b}
43,56,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,10,RUB - Russia Ruble,"Less than $10,000",$15 - $29,Russia,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,General Public,[^not chosen],[^not chosen],Scientists,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],6,Significant Impact,[\unasked],Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Lack of hard skills,it takes a lot of time and need to be paid respectively,No,Yes,Learning a new technical tool or library,[^not chosen],4,[^not chosen],Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,$1–100,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],Income inequality,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,Extremely Urgent,[\unasked],[^not answered],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,6–10 hours,21–30 hours,5 hours or less,5 hours or less,Communication,Federica Fragapane,DVS,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: Other,Man,No,Yes,Computer,13.55,100%,Q66,{8b}
44,56,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,8,PLN - Poland Zloty,I am not compensated on a yearly basis,$30 - $44,Poland,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],Very much,Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Looking for project small enough to handle it on my own,Need of collecting the requirements / scope before designing,No,No,Learning a new technical tool or library,[^not chosen],3,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Not likely,Somewhat likely,Don’t have a set amount,3,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Lack of consulting skills (understanding front-end, back-end, and business perspective)",2,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,20–29 hours,5 hours or less,5 hours or less,5 hours or less,6–10 hours,6–10 hours,5 hours or less,Documentation,"Andy Kirk, Edward Tufte, Alberto Cairo","Datawrapper blog, Visualising Data, Behance",Master’s (or similar graduate degree),1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Phone,26.78,100%,Q66,{8b}
45,55,55,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,10,USD - United States Dollar,"$80,000 - $99,999",$45 - $59,United States,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],Analyst,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],Engineers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],NA,NA,Yes,Yes,Improving my design skills,[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,$0 ,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,21–30 hours,6–10 hours,None,5 hours or less,None,None,[^not chosen],Enterprise DNA,linkedIn,Bachelor’s degree,1,Other: Justice Studies,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Justice Studies,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Phone,12.65,100%,Q66,{8b}
46,55,55,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],11,11,EUR - Euro Member Countries,I am not compensated on a yearly basis,$125 - $149,Netherlands,Hybrid,[^not chosen],Hybrid,[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,Product or Project Managers,Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],Dot Plot,[^not chosen],[^not chosen],[^not chosen],Pictorial Visualization,Treemap,[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Embedded in a tool,Dashboard,Scrollytelling,Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],Vue,[^not chosen],[^not chosen],[^not chosen],9,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],9,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Not at all,[\unasked],Not at all,[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Moderate Impact,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],The importance of user involvement,No,No,I don’t feel I need to improve my data visualization skills currently,[^not chosen],5,[^not chosen],Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Not likely,Somewhat likely,$251–500,4,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Somewhat Urgent,Somewhat Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,6–10 hours,6–10 hours,5 hours or less,5 hours or less,user research,"Federica Fragapane, Nadieh Bremer, Sonja Terp, Stephanie Posavec, Giorgia Lupi, Etc.","Pinterest, IIB awards, instagram, art",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Computer,16.65,100%,Q66,{8b}
47,55,55,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,15,EUR - Euro Member Countries,I am not compensated on a yearly basis,$15 - $29,Spain,Hybrid,[^not chosen],Hybrid,[^not chosen],Analyst,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Lack of design expertise,Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],How to prepare data to be visualized,5,[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],The effort that implies preparing data to produce knowledge impact,No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],Workshops,[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,$1–100,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],50–59 hours,6–10 hours,5 hours or less,5 hours or less,6–10 hours,6–10 hours,11–20 hours,Managing the agenda and meetings,Mario Tascón,El Arte de medir,Master’s (or similar graduate degree),1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2 or more: Others,Woman,No,No,Computer,12.4,100%,Q66,{8b}
48,54,54,1,Academic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],3,7,EUR - Euro Member Countries,I am not compensated on a yearly basis,$30 - $44,Portugal,On site (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Arts and Humanities,2,[^not chosen],Teaching data visualization as a course topic,As a topic of academic research,[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],Datawrapper,[^not chosen],[^not chosen],Flourish,[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],I'm going freelance and I'm struggling to find clients,"They think it is fun but not important in a real-world context, which it is.",Yes,Yes,Learning a new technical tool or library,[^not chosen],5,Books,Workshops,Examples,[^not chosen],[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,Don’t have a set amount,3,[^not chosen],Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,Income inequality,Lack of data visualization literacy,[^not chosen],Lack of access to education,Algorithmic bias,Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],8,Moderately Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,[\unasked],Moderately Urgent,Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],30–39 hours,None,None,5 hours or less,5 hours or less,5 hours or less,21–30 hours,Preparing classes and writing research papers,"Alberto Cairo, Murray Dick, Stephanie Evergreen, Lisa Charlotte Muth, Sandra Rendgen","Data Visualization Lisboa, Podcasts (Visual+mente, DataViz Today), instagram (eg: Letícia Ange Pozza, Alessia Musio, Laboota, Vizzoalizando, dilo with dataetc.)",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,No,Computer,12.62,100%,Q66,{8b}
49,54,54,1,Academic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],4,25,USD - United States Dollar,"$120,000 - $139,999",$225 - $249,Singapore,On site (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Multi-/Interdisciplinary Studies,2,Communication of research findings,Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Minor Impact,[\unasked],[\unasked],Not enough capacity in the company to justify the role.,Lack of common knowledge about the value of the work and the fact that not just anyone can do it.,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],6,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,"$2,001–5,000",5,Conference registration,Conference travel and lodging,Data visualization software licenses,[^not chosen],Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],50–59 hours,6–10 hours,5 hours or less,5 hours or less,11–20 hours,5 hours or less,6–10 hours,"personal professional development and learning, meetings","Stephanie Evergreen, Cole Nussbaumer Knaflic,","Flourish, Data Viz Society, Storytelling With Data, Evergreen Data Academy, Depict Data Studio",Master’s (or similar graduate degree),1,Education,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Education,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,No,Yes,Computer,11.18,100%,Q66,{8b}
50,54,54,1,Academic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],3,13,CAD - Canada Dollar,"$40,000 - $59,999",I am not compensated on an hourly or project basis,Canada,On site (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Social Sciences,4,Communication of research findings,Teaching data visualization as a course topic,As a topic of academic research,Other instructional purposes,[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,Hexbin,Heatmap,Infographic,[^not chosen],Treemap,Dendrogram,Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,Physical handout or Printed on paper,Physical medium other than printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],14,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,Gephi,Google Data Studio,[^not chosen],[^not chosen],Illustrator,Leaflet,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,PowerPoint,Python,QGIS,[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],14,Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Often,Sometimes,Rarely,[\unasked],[\unasked],Rarely,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,Often,Often,Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],14,Very much,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],Very much,Somewhat,Not at all,[\unasked],[\unasked],Not at all,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Very much,Somewhat,Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],Accessing data,Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,Significant Impact,[\unasked],Moderate Impact,[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Asked to complete too many non-data viz tasks,How much time it takes to build a good visualization from scratch,Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Very likely,Don’t know,5,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],Income inequality,[^not chosen],[^not chosen],Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,None,5 hours or less,None,None,5 hours or less,5 hours or less,Examining/reviewing existing dashboards for my organization,N/A,The Economist,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,I don’t know,Computer,12.07,100%,Q66,{8b}
51,54,54,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],15,15,USD - United States Dollar,I am not compensated on a yearly basis,$75 - $99,United States,Remote (fully or mostly),[^not chosen],Other (please specify),I would still prefer remote but it would be helpful to do more in person client meetings,Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],13,General Public,Analysts,Engineers,[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,Designers,Researchers,Students,Educators,Administrative Personnel,Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],17,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,Force-Directed Graph,[^not chosen],8,[^not chosen],[^not chosen],Scrollytelling,[^not chosen],Interactive notebook,Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],App,Video,Social media,[^not chosen],18,[^not chosen],Canvas,D3.js,[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,Leaflet,[^not chosen],Mapbox,Observable,P5/Processing,Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],QGIS,[^not chosen],R,[^not chosen],React,Svelte,[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,After Effects,18,[\unasked],Sometimes,Often,[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,Often,[\unasked],Sometimes,Often,Sometimes,Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],Rarely,[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,18,[\unasked],Somewhat,Very much,[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,Somewhat,[\unasked],Somewhat,Very much,Very much,Very much,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],Somewhat,[\unasked],Not at all,[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,7,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,Information overload,Lack of collaboration,Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,Significant Impact,[\unasked],[\unasked],Significant Impact,Moderate Impact,Significant Impact,Moderate Impact,Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"That really good work takes time, collaboration and exploration.",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],2,[^not chosen],[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,Don’t have a set amount,3,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],50–59 hours,11–20 hours,5 hours or less,11–20 hours,6–10 hours,6–10 hours,11–20 hours,Researching approaches to design or code,There are many great people doing work and its hard to pick a few that stand out above others.,Twitter and Slack are useful for seeing interesting work others have shared.,Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,41.92,100%,Q66,{8b}
52,53,53,1,Academic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],18,18,DKK - Denmark Krone,"$100,000 - $119,999",I am not compensated on an hourly or project basis,Denmark,On site (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Science, Math, and Technology",2,[^not chosen],Teaching data visualization as a course topic,As a topic of academic research,[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],Gephi,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Vega,[^not chosen],[^not chosen],[^not chosen],LibreCalc,6,[\unasked],[\unasked],Rarely,[\unasked],Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,6,[\unasked],[\unasked],Not at all,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,2,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],2,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],in how many ways one can get it wrong,No,Yes,Improving my design skills,[^not chosen],4,[^not chosen],Workshops,[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Not likely,Not likely,Don’t have a set amount,3,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],Professional books,[^not chosen],Data licensing,[^not chosen],1,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,None,None,5 hours or less,None,11–20 hours,11–20 hours,"teaching data vis, presenting/reporting data vis results",Nadieh Bremer,DataStories podacst,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,No,Yes,Computer,14.45,100%,Q66,{8b}
53,66,67,3,EmployeeANDFreelanceAND,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],3,20,AUD - Australia Dollar,"$80,000 - $99,999",$30 - $44,Australia,Hybrid,[^not chosen],Hybrid,[^not chosen],Cartographer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Leadership (Manager, Director, VP, etc.)",1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,7,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Part time,Graduate/Master’s,"Yes, in a required course",Geospatial science,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,Embedded in a tool,Dashboard,Scrollytelling,Static web page,[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Installation,App,Video,Social media,Computer game,12,ArcGIS,Canvas,[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],12,Often,Sometimes,[\unasked],[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,Sometimes,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Very much,Somewhat,[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Not at all,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Moderate Impact,[\unasked],Moderate Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[^not answered],The decisions being made behind the scenes about how to interpret/represent data,No,No,Improving my skills with an existing technical tool or library,[^not chosen],6,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],Online courses eg Udemy,Somewhat likely,Very likely,Very likely,Don’t know,5,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,6–10 hours,6–10 hours,11–20 hours,None,Checking and validating others’ work,"Daniel Huffman, Vanessa Knopke-Wessel, Sarah Bell, John Nelson","DataToViz.com, data is plural, map libraries, Atlas of Design",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Phone,77.03,99%,Q66,{8b}
54,65,66,3,EmployeeANDFreelanceAND,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],3,6,USD - United States Dollar,"$60,000 - $79,999",$75 - $99,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Analyst,Primary,C - Some problems,3,[^not chosen],[^not chosen],Costs and/or license issues,[^not chosen],[^not chosen],Cannot easily integrate with other tools,[^not chosen],Security or governance difficulties,[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],"Grant Managers, Small Businesses",Analyst,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,5,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,"Field Staff, Community Partners Living in Rural Areas",Social Sciences,1,Communication of research findings,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,Embedded in a tool,Dashboard,[^not chosen],Static web page,Interactive notebook,Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],ggplot2,[^not chosen],Google Data Studio,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Piktochart,8,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,8,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,Information overload,[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Minor Impact,[\unasked],Significant Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Understanding how to make fluid connections between data source and data visualization; collaborative designing with visualization stakeholders,Just because you are used to tables and charts doesn't mean it is better .,No,Yes,Improving my data skills,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,"$501–1,000",5,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,Income inequality,Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Moderately Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,11–20 hours,6–10 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,[^not answered],"Steve Wexler, Marc Soares","Tableau Public, dataisbeautiful subreddit",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,"Yes, and I would like to specify:",Yes,Computer,176.17,98%,Q66,{8b}
55,65,66,3,EmployeeANDFreelanceAND,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],3,Less than 1 year,BRL - Brazil Real,"Less than $10,000",Less than $15,Brazil,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],Cartographer,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Researchers,Students,[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],None of these describes my role,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Don’t know,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,Law enforcers,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Part time,Undergraduate/Bachelor’s,"Yes, in an elective course",Architecture and Urbanism,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],14,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],Flourish,ggplot2,[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),[^not chosen],Power BI,PowerPoint,[^not chosen],QGIS,[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],14,Sometimes,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Rarely,Rarely,[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Rarely,Rarely,[\unasked],Sometimes,Sometimes,[\unasked],Often,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],13,Somewhat,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],Very much,Somewhat,[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],Not at all,[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],Somewhat,[^not answered],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],Accessing data,[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],6,Significant Impact,[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],There are little to no official data viz positions available in my region,"They don't understand how design choices (color, position, typography, etc.) can influence how the reader understands the information",Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],5,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Very likely,Don’t know,7,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],6,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],20–29 hours,6–10 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,None,[^not chosen],"Alberto Cairo, Café Information Design, Cédric Schérer, Federica Fragapane","Twitter, Pinterest, Behance, Data is Beautiful",Some college,2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,Applied Social Sciences,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: Other(s) and English,Woman,"Yes, and I would like to specify:",Yes,Computer,32.98,98%,Q66,{8b}
56,65,66,2,EmployeeAND,[^not chosen],Position in an organization,Non-compensated data visualization hobbyist,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,20,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Legal,"1,000-4,999 employees",Primary,C - Some problems,3,Inadequate customizability,Not best fit for task,[^not chosen],[^not chosen],[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5. Strongly Agree,6,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],Clients,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5 or fewer,Often,Rarely,Rarely,Rarely,Often,[^not answered],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],3,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,Gephi,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Rarely,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[^not chosen],Lack of design expertise,Lack of technical skill,[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],Low data literacy of report consumers / consumers using a report for conclusions the analysis isn't intended for,6,[\unasked],Minor Impact,Minor Impact,[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],Minor Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],Minor Impact,none,It's okay to question the intent of the requester and make a judgment on whether a report should be built.,Yes,No,Improving my data skills,[^not chosen],6,Books,Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Very likely,"$2,001–5,000",4,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],6,Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],Extremely Urgent,Moderately Urgent,Somewhat Urgent,[\unasked],40–49 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,None,6–10 hours,"documentation, continuing education for myself, and planning continuing education for others",Alberto Cairo; Giorgia Lupi,"websites, colleagues, doodling",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,38.32,98%,Q66,{8b}
57,63,64,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,3,USD - United States Dollar,"$60,000 - $79,999",$30 - $44,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],Journalist,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],Analyst,2,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Marketing,[^not chosen],[^not chosen],Fewer than 20 employees,Secondary,C - Some problems,3,Inadequate customizability,Not best fit for task,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tool has poor UX/UI accessibility,[^not chosen],[^not chosen],4. Agree,5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Waffle Chart,[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],6,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],10,[^not chosen],Canvas,[^not chosen],Datawrapper,Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,[\unasked],Rarely,[\unasked],Rarely,Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,[\unasked],Somewhat,[\unasked],Somewhat,Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,Very much,Not at all,[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],6,Significant Impact,[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],Minor Impact,[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Geographical limitations of clients,Data overload to let clients read multiple stories per chart or graph instead of creating a story and communicating one finding at a time that impacts the research or evaluation questions and goals.,Yes,Yes,Improving my design skills,[^not chosen],6,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,$0 ,4,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],Diversity in tech,Income inequality,[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],Moderately Urgent,Somewhat Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,5 hours or less,None,5 hours or less,5 hours or less,None,[^not chosen],A friend who is a graphic designer or other people that I have in a circle of friends that are either designers or data people,"LinkedIn, Google images, Data visualization catalogues, Nightingale",Master’s (or similar graduate degree),3,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],3,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,141.08,98%,Q66,{8b}
58,63,64,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,4,BRL - Brazil Real,"$20,000 - $39,999",$15 - $29,Brazil,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],Analyst,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,General Public,Analysts,Engineers,Scientists,[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,Other Data Visualization Enthusiasts,Myself,[^not chosen],Analyst,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Tertiary,D - Major problems,2,[^not chosen],[^not chosen],Costs and/or license issues,"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4. Agree,6,[^not chosen],Analysts,Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,Scrollytelling,[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Augmented or Virtual reality,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,ArcGIS,Canvas,[^not chosen],Datawrapper,Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,Rarely,Rarely,[\unasked],Rarely,Often,[\unasked],Rarely,[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Somewhat,Not at all,[\unasked],Somewhat,Very much,[\unasked],Somewhat,[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],Information overload,Lack of collaboration,Lack of mentorship,Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],8,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Significant Impact,Significant Impact,Moderate Impact,Significant Impact,Significant Impact,Moderate Impact,[\unasked],Moderate Impact,[\unasked],"Respect for what we do and specially, respect from others about the time and effort we need to develop and present a dataviz project","People think it's a ""waste of time"" preparing and organized and personalized dataviz",Yes,Yes,Improving my data skills,[^not chosen],7,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Not likely,Somewhat likely,Very likely,$251–500,3,Conference registration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Professional books,[^not chosen],Data licensing,[^not chosen],8,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],8,Extremely Urgent,Extremely Urgent,Moderately Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,Moderately Urgent,[\unasked],40–49 hours,11–20 hours,5 hours or less,5 hours or less,5 hours or less,6–10 hours,6–10 hours,Preset prototypes to stakeolders,[^not answered],"linkedin, newsletters, instagram, pinterest",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,No,Computer,16.32,98%,Q66,{8b}
59,63,64,3,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],Student in a degree program at a college or university,Academic/Teacher,[^not chosen],[^not chosen],3,8,BDT - Bangladesh Taka,"$20,000 - $39,999",$30 - $44,Bangladesh,Hybrid,[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,3,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],500-999 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,6,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],"Science, Math, and Technology",3,Communication of research findings,Teaching data visualization as a course topic,As a topic of academic research,[^not chosen],[^not chosen],Full time,Graduate/Master’s,No,Msc. in Data Science,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[^not chosen],Lack of design expertise,[^not chosen],Learning new tools/approaches,[^not chosen],Information overload,Lack of collaboration,Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],6,[\unasked],Moderate Impact,[\unasked],Significant Impact,[\unasked],Minor Impact,Moderate Impact,Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Lack of Requirements,Need to provide info,Yes,Yes,Improving my data skills,[^not chosen],6,Books,Workshops,Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Very likely,Somewhat likely,$0 ,3,Conference registration,[^not chosen],[^not chosen],[^not chosen],Professional association memberships,[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],Income inequality,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Extremely Urgent,Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],20–29 hours,11–20 hours,21–30 hours,21–30 hours,21–30 hours,More than 30 hours,6–10 hours,Data Engineering,Nazat Chowdhury,[^not answered],Bachelor’s degree,2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],Software Engineering,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,46.68,98%,Q66,{8b}
60,63,64,2,EmployeeAND,[^not chosen],Position in an organization,Non-compensated data visualization hobbyist,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,8,AUD - Australia Dollar,"$60,000 - $79,999",[^not answered],Australia,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,4,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],Marketing,Consultant (therefore multiple areas),[^not chosen],20-99 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,12,General Public,Analysts,[^not chosen],Scientists,[^not chosen],Product or Project Managers,[^not chosen],Executives,Designers,Researchers,Students,Educators,[^not chosen],Other Data Visualization Enthusiasts,Myself,"Consulting, broad base of clients",[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5 or fewer,Rarely,Sometimes,Rarely,Rarely,Sometimes,Side-requests from friends or colleagues,9,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],Dot Plot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",3D Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,Scrollytelling,[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Notion / ClickUp / AirTable / Coda / Miro / Canva,8,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Sometimes,[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,8,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,10,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],"lack of fit-for-purpose learning materials, lack of respect for data viz (both from clients, and from internal decision makers)",10,Significant Impact,Moderate Impact,Significant Impact,Significant Impact,Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,Significant Impact,Significant Impact,[\unasked],Significant Impact,[\unasked],"it requires significantly more time and effort than it seems, i'm not rewarded for my efforts",No,Yes,Improving my data skills,[^not chosen],7,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],Podcasts,"interactive learning tools (eg. data camp), VIZUALISATIONS THAT TEACH",Not likely,Not likely,Somewhat likely,$101–250,4,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],Data licensing,[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of better data viz tools (and features in existing tools),3,Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,50–59 hours,5 hours or less,6–10 hours,6–10 hours,11–20 hours,5 hours or less,5 hours or less,"communications and admin in support of visualisation (eg. accompanying emails and text, background research and context gathering, trying out or learning new things with the tools (features, etc)","Sketchplanations, Visual Capitalist, The New Happy","Pinterest, Reddit, Tableau Public, Data Wrapper, Towards Data Science, Flowing Data, The Variable,",Bachelor’s degree,2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,55,98%,Q66,{8b}
61,63,64,2,EmployeeAND,[^not chosen],Position in an organization,Non-compensated data visualization hobbyist,[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,8,USD - United States Dollar,"$160,000 - $179,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5 or fewer,Often,Often,Never,Rarely,Often,[^not answered],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,Python,QGIS,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],2,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],Effort spent on effective design,No,No,Improving my design skills,[^not chosen],2,[^not chosen],[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,$251–500,2,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],3,Somewhat Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,11–20 hours,5 hours or less,6–10 hours,"Project management, meetings",Kevin and Ken Flerlage,"Tableau, flerlagetwins.com",Bachelor’s degree,1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,19.47,98%,Q66,{8b}
62,62,63,3,EmployeeANDFreelanceAND,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],Passive income from data visualization related products,[^not chosen],4,10,MXN - Mexico Peso,I am not compensated on a yearly basis,I am not compensated on an hourly or project basis,Mexico,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Analysts,[^not chosen],Scientists,[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],Designer,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Physical medium other than printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],"There’s not a huge field for data vis designers in my city, also is not well payed and respected",They’re have no data vis expertise so they can’t understand procedures,Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],5,Books,[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Somewhat likely,Somewhat likely,$101–250,1,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],Income inequality,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Somewhat Urgent,Somewhat Urgent,[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,6–10 hours,[^not answered],Proofing data with other teams,Fernando Baptista,The pudding,Master’s (or similar graduate degree),1,Other: Information design,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information design,1,Other: Graphic design,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Graphic design,2 or more: Other(s) and English,Woman,No,Yes,Phone,21.82,98%,Q66,{8b}
63,62,63,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,5,EUR - Euro Member Countries,"$60,000 - $79,999",$75 - $99,Germany,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Developer,Primary,C - Some problems,3,[^not chosen],[^not chosen],Costs and/or license issues,[^not chosen],[^not chosen],Cannot easily integrate with other tools,Sharing limitations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],20-99 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],Dendrogram,[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],4,ArcGIS,[^not chosen],[^not chosen],Datawrapper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,Information overload,Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],7,[\unasked],[\unasked],[\unasked],Significant Impact,Moderate Impact,Minor Impact,Moderate Impact,[\unasked],[\unasked],Moderate Impact,Moderate Impact,[\unasked],Minor Impact,[\unasked],Time,Amount of effort,Yes,Yes,Learning a new technical tool or library,[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,"$1,001–2,000",5,[^not chosen],Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,11–20 hours,11–20 hours,6–10 hours,6–10 hours,[^not answered],6–10 hours,Analysis,Design,Websites,Bachelor’s degree,1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: Other,Man,No,Yes,Phone,14.77,98%,Q66,{8b}
64,61,62,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,27,CAD - Canada Dollar,"$80,000 - $99,999",$60 - $74,Canada,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Analyst,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public transportation,"5,000+ employees",Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,[^not chosen],Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],SAP WEbi,6,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,6,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,4,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],4,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,Significant Impact,[\unasked],Learning new tools,Time it takes!,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],6,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,21–30 hours,5 hours or less,None,5 hours or less,None,None,[^not chosen],"Nael Shiab, Cole Knaflic","Dataviz, LeDevoir, CBC/Radio-Canada, Microsoft, ShinyR",Bachelor’s degree,1,Other: Economics,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Economics,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: Other(s) and English,Man,No,No,Computer,29.75,98%,Q66,{8b}
65,61,62,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,25,USD - United States Dollar,"$140,000 - $159,999",$75 - $99,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Developer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],Developer,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],"5,000+ employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],[^not chosen],Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],Lack of collaboration,[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],Moderate Impact,Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],Focus on non actionable metrics. Lack of root-cause analysis,Yes,Yes,Learning a new technical tool or library,[^not chosen],3,Books,[^not chosen],Examples,Video tutorials,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,$0 ,2,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,21–30 hours,5 hours or less,5 hours or less,11–20 hours,5 hours or less,5 hours or less,Attending unnecessary Agile meetings,[^not answered],"Books, videos",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,"Yes, and I would like to specify:",Yes,Phone,18.85,98%,Q66,{8b}
66,61,62,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,12,BRL - Brazil Real,"$60,000 - $79,999",$100 - $124,Spain,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],"Leadership (Manager, Director, VP, etc.)",Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,General Public,[^not chosen],Engineers,Scientists,[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],"Leadership (Manager, Director, VP, etc.)",3,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],Fewer than 20 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,8,General Public,[^not chosen],[^not chosen],Scientists,Medical Professionals,[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,[^not chosen],Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],Network Diagram,Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],VR/AR Chart,[^not chosen],Force-Directed Graph,[^not chosen],15,Embedded in a tool,Dashboard,Scrollytelling,Static web page,Interactive notebook,Document or report,Presentations,[^not chosen],Newspaper or magazine,[^not chosen],Physical handout or Printed on paper,Physical medium other than printed on paper,Augmented or Virtual reality,Installation,App,Video,Social media,[^not chosen],20,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,Figma,Flourish,ggplot2,Gephi,[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,Observable,P5/Processing,Pen & paper,Physical materials (other than pen and paper),[^not chosen],Power BI,PowerPoint,Python,QGIS,[^not chosen],R,RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20,[\unasked],[\unasked],Sometimes,[\unasked],Often,Often,Sometimes,Rarely,Rarely,[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],Rarely,Rarely,Rarely,Often,Sometimes,[\unasked],Rarely,Often,Often,Rarely,[\unasked],Rarely,Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],20,[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,Very much,Very much,Not at all,Not at all,[\unasked],Not at all,[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,Not at all,Not at all,Very much,Very much,[\unasked],Not at all,Somewhat,Somewhat,Somewhat,[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],"People that I work with get it, the client's don't get the amount of effort it takes to get to something good.",No,No,Other (please specify),Learn to develop other types of media (physical),3,Books,[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,"$501–1,000",6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Somewhat Urgent,Somewhat Urgent,Extremely Urgent,[\unasked],Moderately Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,None,None,5 hours or less,5 hours or less,11–20 hours,None,[^not chosen],"Nadir Bremer, Alberto Cairo, Tizz Alocci",Nightingale,Master’s (or similar graduate degree),2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,Design,2 or more: Other(s) and English,Woman,"Yes, and I would like to specify:",Yes,Computer,22857.88,98%,Q66,{8b}
67,61,62,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,16,EUR - Euro Member Countries,"$40,000 - $59,999",$60 - $74,France,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],Designer,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Educators,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],20-99 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],Analysts,Engineers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Highcharts,Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Significant Impact,[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Executives,No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],Workshops,[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,Don’t know,2,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],4,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Somewhat Urgent,[\unasked],40–49 hours,None,None,None,5 hours or less,6–10 hours,None,[^not chosen],Behance,"Behance, Instagram & Pinerest",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: Other,Man,No,Yes,Computer,40.77,98%,Q66,{8b}
68,61,62,2,EmployeeANDFreelance,Freelance/Consultant/Independent contractor,Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,10,USD - United States Dollar,"$80,000 - $99,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Analyst,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,C - Some problems,6,Inadequate customizability,Not best fit for task,Costs and/or license issues,[^not chosen],[^not chosen],Cannot easily integrate with other tools,Sharing limitations,Security or governance difficulties,[^not chosen],[^not chosen],[^not chosen],5. Strongly Agree,6,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],"If they struggle to understand something at first glance, they often don't know how to orient themselves in order to understand",Yes,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],Workshops,[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Very likely,Very likely,"$1,001–2,000",3,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,Collaborating with team members to review & edit visualizations; discussions with team members about automating some related tasks (e.g. data collection & cleaning),"The Pudding (blog), Cole Knaflic","Storytelling with Data, Effective Data Visualization",Bachelor’s degree,2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Advertising,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,12.35,98%,Q66,{8b}
69,60,61,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],2,3,USD - United States Dollar,"$40,000 - $59,999",I am not compensated on an hourly or project basis,Mexico,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Marketing,[^not chosen],[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,2,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Arts and Humanities,1,[^not chosen],Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Network Diagram,Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[^not answered],"Good design is invisible, so sometimes people don't appreciate the effort that goes into good design",Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Not likely,$0 ,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of jobs,1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat Urgent,40–49 hours,6–10 hours,None,5 hours or less,More than 30 hours,6–10 hours,5 hours or less,Answering technical questions about Tableau,"Cole Knaflick, Stephen Few","Storytelling with Data (youtube, website, and book), Tableau Software (Youtube), Information Dashboard Design (by Stephen Few), #VizoftheDay, Tableau Public",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,"Yes, and I would like to specify:",No,Computer,14.92,98%,Q66,{8b}
70,60,61,2,FreelanceAND,Freelance/Consultant/Independent contractor,[^not chosen],Non-compensated data visualization hobbyist,[^not chosen],[^not chosen],[^not chosen],[^not chosen],18,20,USD - United States Dollar,I am not compensated on a yearly basis,$175 - $199,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6–10,Often,Rarely,Rarely,Often,Rarely,[^not answered],15,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],Dendrogram,Network Diagram,[^not chosen],[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,Force-Directed Graph,[^not chosen],10,Embedded in a tool,Dashboard,Scrollytelling,Static web page,Interactive notebook,Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],Social media,[^not chosen],16,[^not chosen],Canvas,D3.js,[^not chosen],[^not chosen],Figma,[^not chosen],ggplot2,[^not chosen],Google Data Studio,Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,Observable,[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],R,[^not chosen],React,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,"Seaborn, Matplotlib, Threejs, Keynote",16,[\unasked],Rarely,Sometimes,[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],Rarely,Often,[\unasked],Rarely,[\unasked],[\unasked],Rarely,Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Sometimes,16,[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],Not at all,Very much,[\unasked],Not at all,[\unasked],[\unasked],Somewhat,Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],Not at all,Somewhat,[\unasked],[\unasked],Not at all,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,7,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],Accessing data,[^not chosen],Lack of collaboration,[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],Statistics,7,Significant Impact,Minor Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],Minor Impact,[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],"This isn't really a concern. Most clients eventually ""get it.""",No,No,Other (please specify),Reaching the right audiences,7,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],Pre-existing notebooks,Very likely,Somewhat likely,Somewhat likely,Don’t have a set amount,5,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],Race / gender / social inequity,5,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,50–59 hours,5 hours or less,11–20 hours,5 hours or less,21–30 hours,5 hours or less,5 hours or less,Communication,"Jessica Hullman, Steven Franconeri, Cindy Xiong, Alli Torban, Jon Schwabish, Nadieh Bremer, Federica Fragapane","Twitter, Nightingale, art museum",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,48.93,98%,Q66,{8b}
71,59,60,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],12,5,MXN - Mexico Peso,"$20,000 - $39,999",[^not answered],Mexico,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Engineer,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],Analysts,Engineers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",2,Communication of research findings,[^not chosen],[^not chosen],[^not chosen],Generate interactive reports for customers,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],"Waffle chart, ridge plot, funnel, sunburst",8,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],Social media,[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],Plotly,[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Bokeh, matplotlib",6,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,6,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Not at all,[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,4,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Seems like the think that data visualization is only to throw any geometries at screen at with this you will have a powerful and communicative visualization so there is no reason to enter in a full design process,Yes,No,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,Don’t know,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],30–39 hours,11–20 hours,6–10 hours,6–10 hours,6–10 hours,6–10 hours,6–10 hours,Create prototypes and discuss them with customers,"Giorgia Lupi, Alberto Cairo, Enrico Bertini, Nadieh Bremer, Federica Fragapane, Jaime Serra. Ali Torban, Elijah Meeks",Podcasts like Data stories or dataviz today or conference like ted talks or records grom dataviz society or ieee visualization,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: Other,Man,Yes (opting not to specify),Yes,Phone,18.05,98%,Q66,{8b}
72,59,60,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,25,USD - United States Dollar,"$140,000 - $159,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,3,Public sector (government),Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],"1,000-4,999 employees",Tertiary,C - Some problems,2,[^not chosen],[^not chosen],Costs and/or license issues,[^not chosen],Hard to learn,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2. Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],Boxplot/Box and Whisker,Dot Plot,[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Minor Impact,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],“But that’s not your main job” attitude,It takes longer than it looks,No,Yes,Improving my data skills,[^not chosen],5,Books,Workshops,[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,5 hours or less,None,5 hours or less,None,None,[^not chosen],"Stephanie Evergreen, Nathan Yau, Jonathan Schwabish","Flowing data, NYTimes data viz","Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Phone,11.82,98%,Q66,{8b}
73,59,60,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,8,USD - United States Dollar,"$60,000 - $79,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,Public sector (government),[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Tertiary,C - Some problems,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Hard to learn,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Insufficient support or poor documentation,[^not chosen],4. Agree,4,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],External Partners (other non-profit organizations),[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Dot Plot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Significant Impact,[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],I don't have any formal training. I have been provided some on the job training but am otherwise entirely self taught.,"I am the only one in my organization doing this work, so I do not receive a lot of constructive feedback.",No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Not likely,[^not answered],4,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,None,None,None,None,5 hours or less,"Not sure if this really counts as a visualization task... research project design, including a survey tool for collection of primary data","Stephanie Evergreen, Ann Emery, John Schwabish",Presenting Data Effectively & Effective Data Visualization by Evergreen; Chart Chooser: https://depictdatastudio.com/escaping-the-bar-chart/; Core Viz Principles: https://policyviz.com/2018/08/07/dataviz-cheatsheet/,Master’s (or similar graduate degree),3,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],Social Sciences,[^not chosen],[^not chosen],social work,3,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],Social Sciences,[^not chosen],[^not chosen],"social work with emphasis on policy, planning, and admin",1: English,Woman,No,No,Computer,116.75,98%,Q66,{8b}
74,59,60,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,8,USD - United States Dollar,"$60,000 - $79,999",I am not compensated on an hourly or project basis,United States,On site (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Scientist,2,Public sector (government),[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Secondary,C - Some problems,3,[^not chosen],Not best fit for task,[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Technically could choose another tool to create a nicer product, but licensure cost and project constraints often get in the way",5. Strongly Agree,5,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],Boxplot/Box and Whisker,Dot Plot,[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Lack of time,Lack of design expertise,Lack of technical skill,[^not chosen],Accessing data,[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],6,Moderate Impact,Moderate Impact,Minor Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],"I wish I could spend a higher percentage of my job on data viz. When looking at other opportunities, some require skillsets I don't have and don't have the opportunity to build (like SQL). I feel both entry-level and mid-career at the same time.","Many are steeped in the tradition of written reports, or think that's what the funder wants, or don't believe that complex concepts would be better communicated through data viz.",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],non-video tutorials (like websites that are step-by-step with screenshots),Somewhat likely,Somewhat likely,Somewhat likely,Don’t have a set amount,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],Income inequality,Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],6,Somewhat Urgent,Moderately Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,6–10 hours,None,[^not chosen],Stephanie Evergreen,"DVS Slack, Tableau Viz of the Day, From Data to Viz, talking to people over beers",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,27.27,98%,Q66,{8b}
75,59,60,2,EmployeeAND,[^not chosen],Position in an organization,[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],13,13,USD - United States Dollar,"$120,000 - $139,999",[^not answered],United States,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Teacher,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Primary,C - Some problems,4,Inadequate customizability,Not best fit for task,[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5. Strongly Agree,2,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Arts and Humanities,1,[^not chosen],Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],[^not chosen],Infographic,Pictorial Visualization,Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],Augmented or Virtual reality,[^not chosen],App,Video,[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],Rarely,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],I think there is a lack of faith in the intelligence of the audience and an overempahsis on the written word. My ideas are often rejected or watered down significantly before publishing.,No,No,Learning a new technical tool or library,[^not chosen],4,[^not chosen],Workshops,Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Somewhat likely,"$2,001–5,000",3,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,None,5 hours or less,6–10 hours,6–10 hours,5 hours or less,May fall under managing but reviewing visualizations for my staff and offering feedback,"Cairo, Andy Kirk, Cole Knaflic, Schwabbish, Lisa Charlotte Muth, Frederica Fragapane, nathan yau","Data wrapper's data viz dispatch, behance, flowing data, visualisingdata.com",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,20.3,98%,Q66,{8b}
76,59,60,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,25,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],500-999 employees,Tertiary,C - Some problems,4,[^not chosen],Not best fit for task,[^not chosen],[^not chosen],Hard to learn,[^not chosen],[^not chosen],Security or governance difficulties,Tool has poor UX/UI accessibility,[^not chosen],[^not chosen],2. Disagree,4,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],Educators,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,Information overload,Lack of collaboration,Lack of mentorship,[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],9,[\unasked],[\unasked],[\unasked],Minor Impact,Significant Impact,Moderate Impact,Moderate Impact,Moderate Impact,[\unasked],Significant Impact,Minor Impact,Moderate Impact,Moderate Impact,[\unasked],Only valued in lip-service; not resources including time,"time, expertise, and intention involved",No,No,Improving my data skills,[^not chosen],8,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Not likely,Very likely,Very likely,"$1,001–2,000",3,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],5,Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,None,5 hours or less,6–10 hours,None,[^not chosen],"Federica Fragapane, Sonja Kuijpers, Stefanie Posavec","Books, courses, posts from people named above; DVS",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,34.97,98%,Q66,{8b}
77,59,60,2,OtherCombo,[^not chosen],[^not chosen],Non-compensated data visualization hobbyist,[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],10,20,USD - United States Dollar,I am not compensated on a yearly basis,$45 - $59,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Health and Medicine,2,[^not chosen],Teaching data visualization as a course topic,[^not chosen],Other instructional purposes,[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],11–20,Often,Often,Rarely,Sometimes,Often,[^not answered],16,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",3D Chart,VR/AR Chart,Bee Swarm Chart,Force-Directed Graph,[^not chosen],6,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Augmented or Virtual reality,[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],18,[^not chosen],Canvas,D3.js,[^not chosen],Excel,Figma,[^not chosen],ggplot2,Gephi,[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,Observable,P5/Processing,Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],Web Components,WebGL,Unity,18,[\unasked],Sometimes,Often,[\unasked],Often,Sometimes,[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,Rarely,Sometimes,Often,[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,Often,Often,18,[\unasked],Somewhat,Very much,[\unasked],Somewhat,Somewhat,[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,Somewhat,Very much,Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,Very much,3,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"They don't understand the time and effort to create meaningful, insightful graphics.",No,Yes,Improving my design skills,[^not chosen],6,Books,Workshops,Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,$251–500,6,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],Data licensing,[^not chosen],7,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],7,Extremely Urgent,Moderately Urgent,Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],20–29 hours,11–20 hours,11–20 hours,6–10 hours,11–20 hours,11–20 hours,5 hours or less,Accessing and storing data,"Mike Pell, Ray Vella, Jonathon Schwabish, Cole Nussbaumer Knaflic, Toan Hoang","Tableau Public Gallery, Observable, Data Viz Today podcast, DV Society, Tableau.Toanhoang.com, YouTube",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Health and Medicine,[^not chosen],[^not chosen],[^not chosen],Health and Medicine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,Yes (opting not to specify),Yes,Computer,35.57,98%,Q66,{8b}
78,59,60,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,More than 30,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Secondary,C - Some problems,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Security or governance difficulties,[^not chosen],[^not chosen],[^not chosen],4. Agree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,state government agency managers,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerBI workspace/app,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Physical materials (other than pen and paper),[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Adoption of DV tools vs. email/Excel/static reports,"The rigor of the unseen analysis, the amount of data cleanup required",No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,$101–250,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],Moderately Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,5 hours or less,None,5 hours or less,5 hours or less,training others on useful/appropriate DV,whoever google pulls up for the need of the day,whoever google pulls up for the need of the day,Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Other: Data Science/Predictive Analytics,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Data Science/Predictive Analytics,1: English,Man,No,I don’t know,Computer,36.2,98%,Q66,{8b}
79,59,60,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,10,USD - United States Dollar,"$60,000 - $79,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],Marketing,[^not chosen],[^not chosen],"1,000-4,999 employees",Tertiary,C - Some problems,4,[^not chosen],Not best fit for task,Costs and/or license issues,[^not chosen],Hard to learn,Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4. Agree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Ceros,4,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,7,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],Accessing data,[^not chosen],Lack of collaboration,Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],7,Significant Impact,Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,Minor Impact,[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],[\unasked],Changing individual responsibilities,Time investment required,No,No,Improving my data skills,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,3,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,Moderately Urgent,Somewhat Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,None,5 hours or less,Reviewing with key stakeholders and planning revisions,[^not answered],"Datawrapper Blog, Smashing Magazine, FlowingData, DVS Newsletter",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Phone,15.02,98%,Q66,{8b}
80,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,2,USD - United States Dollar,"$60,000 - $79,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Tertiary,C - Some problems,2,Inadequate customizability,Not best fit for task,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1. Strongly Disagree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Government Clients,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),[^not chosen],[^not chosen],PowerPoint,[^not chosen],QGIS,[^not chosen],R,RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Rarely,[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],Rarely,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Significant Impact,[\unasked],[\unasked],Our company says that data viz is important but individual employees are used to having full control over all graphics so we end up using only Excel and PowerPoint.,"That it takes longer than an hour to create something truly beautiful. Also that having crisp visuals will help us win more work and keep our clients happy. If we have cutting edge research methods without looking the part, our strengths will get lost.",Yes,Yes,Learning a new technical tool or library,[^not chosen],6,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Very likely,Don’t have a set amount,4,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,6–10 hours,None,5 hours or less,Learning data viz/GIS software,Federica Fragapane,"Datawrapper Data Roundup, Behance, Data Viz Project, World Bank reports",Bachelor’s degree,1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: English and Other(s),Woman,No,Yes,Computer,45.62,98%,Q66,{8b}
81,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,13,USD - United States Dollar,"$140,000 - $159,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,C - Some problems,5,Inadequate customizability,Not best fit for task,Costs and/or license issues,"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2. Disagree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Internal teams in global sourcing & manufacturing,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],[^not chosen],Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,Scrollytelling,Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],Canvas,D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],inkscape,7,[\unasked],Rarely,Sometimes,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,7,[\unasked],Somewhat,Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],insufficient investment in data infrastructure (resulting in data that isn't ready to visualize),5,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Minor Impact,Significant Impact,[\unasked],Significant Impact,"Too many employers hiring for ""catch all"" type roles rather than those specialized in visualization","Good visualizations can help people make better decisions faster - a lot of our internal customers simply ask for the wrong things (e.g. ""I just need my super-clunky Excel process automated"")",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,Don’t know,3,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"insufficient data infrastructure (a common problem across many industries, from what I can tell)",3,Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,30–39 hours,None,None,5 hours or less,11–20 hours,5 hours or less,5 hours or less,discussions with stakeholders (gathering requirements/feedback),"Nadieh Bremer, Nathan Yau, Tony Yu","flowingdata.com, viz of the day (tableau), data-is-plural.com",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,43.4,98%,Q66,{8b}
82,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,More than 30,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Automotive,"5,000+ employees",Primary,C - Some problems,8,[^not chosen],Not best fit for task,Costs and/or license issues,"Performance issues (e.g. reliability, speed, lack of updates)",Hard to learn,Cannot easily integrate with other tools,Sharing limitations,Security or governance difficulties,[^not chosen],Insufficient support or poor documentation,[^not chosen],3. Neither Agree nor Disagree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Operations/support teams,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,Accessing data,[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],9,Moderate Impact,Minor Impact,Minor Impact,Moderate Impact,Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],Understanding the effort required to find and prep data,No,Yes,Learning a new technical tool or library,[^not chosen],6,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],Online learning - Datacamp,Not likely,Somewhat likely,Somewhat likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,None,5 hours or less,6–10 hours,5 hours or less,Troubleshooting and consulting,Chart Chat hosts,"Chart Chat, Storytelling with Data",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,No,Computer,14.8,98%,Q66,{8b}
83,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Less than 1 year,Less than 1 year,USD - United States Dollar,"$60,000 - $79,999",$30 - $44,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Tertiary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,2,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],SlicerDicer,3,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,3,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,4,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],I've needed a lot of training in the medical technology and terms used with that technology and databases.,Understanding key metrics they really need.,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],Workshops,Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,11–20 hours,None,None,None,21–30 hours,Mostly practicing with the database interfaces I've recently learned.,[^not answered],Data Visualization Society ;),Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,14.8,98%,Q66,{8b}
84,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],15,22,EUR - Euro Member Countries,"$120,000 - $139,999",[^not answered],France,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,C - Some problems,6,[^not chosen],Not best fit for task,[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",Hard to learn,Cannot easily integrate with other tools,Sharing limitations,[^not chosen],Tool has poor UX/UI accessibility,[^not chosen],[^not chosen],3. Neither Agree nor Disagree,3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],5,Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Minor Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],"Data viz isn't meant to be fancy, it's meant to effectively convey a message and make it accessible and understandable.",No,Yes,Learning a new technical tool or library,[^not chosen],4,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,"$1,001–2,000",4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],5,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],50–59 hours,6–10 hours,6–10 hours,5 hours or less,None,5 hours or less,5 hours or less,"sharing data manually with people, building PPTs","Chart Chat, Tableau Hall of Fame, Steve W's books, Visual Capitalist, The Economist, tableau conferences","Chart Chat, Tableau Hall of Fame, Steve W's books, Visual Capitalist, The Economist, tableau conferences",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],2 or more: Other(s) and English,Man,No,No,Computer,14.95,98%,Q66,{8b}
85,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,20,USD - United States Dollar,"$80,000 - $99,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,6,Public sector (government),Private sector,[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,Information technology,[^not chosen],Marketing,Consultant (therefore multiple areas),[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Client,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,[^not chosen],Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Word and PowerPoint,8,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Highcharts,[^not chosen],[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Time to learn more and newer software AND apply them to actual work,How much time it takes to create,No,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,"$501–1,000",3,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],Diversity in tech,Income inequality,[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,6–10 hours,6–10 hours,6–10 hours,5 hours or less,5 hours or less,Meeting with coworkers to review and analyze the data visualizations that I am creating and need to create,"Stephanie Evergreen, Cole Nussbaumer Knaflic, Stefanie Posavec, Giorgia Lupi, Steve Wexler, Randy Krum, Ben Jones, Ryan Sleepr","Playfair, Storytelling with Data, Chart Chats with Steve Wexler, Cool Infographics with Randy Krum, Tableau.com blog and user groups.",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],[^not chosen],Health and Medicine,Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Woman,"Yes, and I would like to specify:",Yes,Computer,22.08,98%,Q66,{8b}
86,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,19,AUD - Australia Dollar,"$100,000 - $119,999",[^not answered],Australia,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],500-999 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,6,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,Managers,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],career path hasn't alsways been in business intelligence,"that it can be sufficient to do their work, a solution can exist where the end result is not exporting data",Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],6,Books,Workshops,Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],Podcasts,[^not chosen],Not likely,Somewhat likely,Not likely,Don’t know,3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],lack of data literacy,1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,30–39 hours,6–10 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,6–10 hours,preparing a data viz roadmap,"Kerry Kolosko, Daniel Marsh Patrick, Cole Klafnic, 3 authors of the big book of dashboards (the tableau guys I forgot their name)",The explicit measures podcast,Master’s (or similar graduate degree),1,Other: engineering,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],engineering,1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,No,Yes,Computer,15.92,98%,Q66,{8b}
87,58,59,2,FreelanceAND,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],3,3,USD - United States Dollar,I am not compensated on a yearly basis,$45 - $59,India,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],Teacher,Secondary,C - Some problems,2,Inadequate customizability,Not best fit for task,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Students,Educators,[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Science, Math, and Technology",2,[^not chosen],Teaching data visualization as a course topic,[^not chosen],Other instructional purposes,[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],Dendrogram,[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],3D Chart,[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],7,[^not chosen],Dashboard,Scrollytelling,[^not chosen],Interactive notebook,Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],9,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),Plotly,Power BI,PowerPoint,Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Vega,[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,Sometimes,Sometimes,Often,Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],9,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Very much,Very much,Somewhat,Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],6,[^not chosen],[^not chosen],Lack of technical skill,[^not chosen],Accessing data,Information overload,Lack of collaboration,Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Data volume,[^not chosen],6,[\unasked],[\unasked],Moderate Impact,[\unasked],Significant Impact,Significant Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Visuals real meaning not clearly understood,"Minor deatils shown in color, shapes.",Yes,Yes,Learning a new technical tool or library,[^not chosen],6,Books,Workshops,Examples,Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Very likely,Very likely,Don’t know,3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,[\unasked],Somewhat Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],50–59 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,5 hours or less,None,[^not chosen],"Hans Rosling, Aaron Koblin, Alvaro Valino","YouTube, TedTalks, Articles",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Phone,50,98%,Q66,{8b}
88,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,16,BRL - Brazil Real,"$20,000 - $39,999",I am not compensated on an hourly or project basis,Brazil,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Manufacturing,"5,000+ employees",Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,Physical materials (other than pen and paper),[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Zoho Analytics,6,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[^not answered],7,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,2,[^not chosen],Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of knowledge on business strategy (focus),2,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Deep knowledge of specific tool / Certification,Business Knowledge is the most important thing,Yes,No,Other (please specify),Business Strategy,4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],Competing for job position,Not likely,Somewhat likely,Very likely,$101–250,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Certification,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Less volume, more impact",1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,40–49 hours,11–20 hours,5 hours or less,5 hours or less,5 hours or less,None,None,[^not chosen],"Hans Rosling, Cole Knaflic","DataCamp, vendor courses",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Phone,23.8,98%,Q66,{8b}
89,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,20,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],K-12 education (is that public sector?),"5,000+ employees",Secondary,C - Some problems,3,[^not chosen],[^not chosen],Costs and/or license issues,[^not chosen],Hard to learn,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],collaboration difficult,2. Disagree,6,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],Educators,Administrative Personnel,[^not chosen],[^not chosen],Board of Education and Advisory Board of insititution,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],[^not chosen],Dendrogram,[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],piktochart,4,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,4,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"That it isn't just ""about making it look pretty"" but that it curates the information for the consumer. That a lot of decisions go into which data is visualized and and in which way.",No,No,Improving my skills with an existing technical tool or library,[^not chosen],5,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],twitter for inspiration and resources for R,Somewhat likely,Somewhat likely,Not likely,Don’t know,4,Conference registration,Conference travel and lodging,Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],contracting for help in R,2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Somewhat Urgent,[\unasked],[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,[^not answered],11–20 hours,5 hours or less,5 hours or less,attending office hours for data visualization academy,"Stephanie Evergreen, Ann Emery, David Keyes, Jon Schwabish","blogs and posts by the above listed, twitter in general for data viz people and #rstats","Doctoral degree (e.g., PhD, EdD, PsyD)",1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Education,[^not chosen],[^not chosen],Education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,18.73,98%,Q66,{8b}
90,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,14,USD - United States Dollar,"$80,000 - $99,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,3,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,Journalism,[^not chosen],[^not chosen],[^not chosen],500-999 employees,Primary,C - Some problems,4,Inadequate customizability,Not best fit for task,[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",Hard to learn,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4. Agree,5,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,Designers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalists,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Spider, Proportional Area, Stacked Area",6,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],7,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,Highcharts,Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],everviz,7,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,7,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,6,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],6,Significant Impact,[\unasked],Minor Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,Minor Impact,Significant Impact,[\unasked],"Not knowing where (companies, etc) my skillset is applicable","Why things like bar charts are so commonly used. The difference between ""boring"" and ""appropriate chart type""",No,Yes,Improving my design skills,[^not chosen],5,[^not chosen],Workshops,Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],"Articles, like those from Datawrapper",Not likely,Somewhat likely,Somewhat likely,Don’t know,3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat Urgent,Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,5 hours or less,11–20 hours,21–30 hours,5 hours or less,"Training, teaching, answering questions",Lisa Charlotte Muth; my manager,"Data Viz Project, Datawrapper Blog, news outlets",Bachelor’s degree,1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,"Yes, and I would like to specify:",Yes,Computer,16.18,98%,Q66,{8b}
91,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,6,NOK - Norway Krone,"$40,000 - $59,999",I am not compensated on an hourly or project basis,Norway,Hybrid,[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],20-99 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],IT Generalists,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,Dendrogram,[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Sparklines, Waterfall, Gauge, 100% Stacked",3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],Qlik,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],Asking for specific data rarely produces said data,The people I work with really does get data viz. I'm very lucky.,Yes,No,Improving my data skills,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,Don’t know,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],Certifications,2,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,11–20 hours,6–10 hours,None,5 hours or less,None,None,[^not chosen],"Bill Shander, Jonathan Schwabish, Severino Ribecca, Guyinacube","d3js.org, www.reddit.com/r/dataisugly/",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,No,Computer,20.67,98%,Q66,{8b}
92,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,8,USD - United States Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Journalist,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalism,[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,1,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],[^not chosen],[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],Scrollytelling,Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],15,[^not chosen],[^not chosen],D3.js,Datawrapper,Excel,Figma,[^not chosen],ggplot2,[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,Observable,[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Python,QGIS,[^not chosen],R,[^not chosen],React,Svelte,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],15,[\unasked],[\unasked],Sometimes,Sometimes,Sometimes,Rarely,[\unasked],Sometimes,[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],Sometimes,[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,[\unasked],[\unasked],Very much,Somewhat,Somewhat,Somewhat,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],Very much,Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],Very much,[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Moderate Impact,[\unasked],[\unasked],Moderate Impact,Minor Impact,[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[^not answered],I have recently changed jobs but in my previous position one of the main reasons for leaving was the lack of awareness and respect for the fact that data visualization work was as much a part of being a journalist as reporting and writing.,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],5,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,Don’t know,3,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],6,Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,5 hours or less,5 hours or less,Meetings and trainings,"Giorgia Lupi, Georgios Karamanis, Andrew Mollica, Nami Sumida, Andrew Ba Tran, John Nelson, Daniel P. Huffman, Amelia Wattenberger, Alberto Cairo","Observable, #TidyTuesday on Twitter, Graphics teams from various news outlets i.e. Washington Post, NYT, Financial Times, Guardian etc.",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,I don’t know,Computer,23.6,98%,Q66,{8b}
93,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,12,CAD - Canada Dollar,"$60,000 - $79,999",[^not answered],Canada,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,C - Some problems,3,[^not chosen],[^not chosen],Costs and/or license issues,[^not chosen],Hard to learn,[^not chosen],[^not chosen],Security or governance difficulties,[^not chosen],[^not chosen],[^not chosen],4. Agree,5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Data volume,Data security making it hard to share dashboards,3,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Significant Impact,[\unasked],The value we add by better communicating data and the time needed to create great visuals,No,No,Other (please specify),Improve my mentoring ability to help built a data viz culture in my company,4,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],Feedback sessions,Somewhat likely,Very likely,Somewhat likely,Don’t have a set amount,2,Conference registration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Somewhat Urgent,Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],30–39 hours,None,5 hours or less,6–10 hours,6–10 hours,5 hours or less,5 hours or less,Presenting work to partners/clients,"Cole Nussbaumer Knaflic, Kevin and Ken Flerlage, Andy Kriebel, Chimdi Nwoso, Nadieh Bremer","storytelling with data, The Economist's Off the Chart infoletter, Chart Chat (Data Revelations)",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,No,Computer,16.75,98%,Q66,{8b}
94,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,6,USD - United States Dollar,"$80,000 - $99,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,2,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],Ribbon Chart,2,[^not chosen],Dashboard,Scrollytelling,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Data Studio,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Lack of time,Lack of design expertise,Lack of technical skill,[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],7,Significant Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Moderate Impact,Significant Impact,[\unasked],Not enough emphasis on the visualization-side for any data-based services/products,"That the goal is to effectively display information to end user to help them make better decision, but some people expect us to simply make things look pretty.",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],Workshops,[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Very likely,Very likely,"$1,001–2,000",4,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],50–59 hours,6–10 hours,11–20 hours,6–10 hours,11–20 hours,6–10 hours,6–10 hours,User Acceptability Testing and Quality Assurance,Nathan Yau,"The New York Times articles, Flowing Data",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,Yes (opting not to specify),Yes,Computer,12.78,98%,Q66,{8b}
95,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,20,USD - United States Dollar,"$40,000 - $59,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,[^not chosen],Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,Significant Impact,Moderate Impact,Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],"I would like to know quick ways to make visuals beyond basic bar charts, etc.",How much time it takes to analyze data and create the visuals,Yes,No,Improving my data skills,[^not chosen],2,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Somewhat likely,Don’t know,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Income inequality,[^not chosen],Designing for disabilities,[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],40–49 hours,6–10 hours,11–20 hours,5 hours or less,11–20 hours,None,None,[^not chosen],"You, Storytelling in Data Viz, several zoo annual reports, etc.","You, Storytelling in Data Viz, several zoo annual reports, etc.",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,13.45,98%,Q66,{8b}
96,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,15,USD - United States Dollar,"$140,000 - $159,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Engineer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Logistics,100-499 employees,Primary,C - Some problems,2,Inadequate customizability,[^not chosen],[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5. Strongly Agree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],[^not chosen],Dot Plot,Hexbin,Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Looker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],I needed data visualization experience specifically. Doing it as a data scientist wasn’t enough.,How many detailed decisions a good design requires.,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,None,5 hours or less,Formatting things for looker and waiting during the process of loading custom visuals into looker.,Amelia wattenberger,Various books and google image searches,Bachelor’s degree,2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,iPad,11.82,98%,Q66,{8b}
97,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,6,CAD - Canada Dollar,"$40,000 - $59,999",[^not answered],Canada,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,8,General Public,Analysts,[^not chosen],[^not chosen],Medical Professionals,Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],"lack of viz-only opportunities, framing the experience for the job position","limitations set by the organization, need to design for the general public.",No,Yes,Learning a new technical tool or library,[^not chosen],5,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Somewhat likely,Don’t know,2,[^not chosen],Conference travel and lodging,[^not chosen],[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],6,Moderately Urgent,Extremely Urgent,Somewhat Urgent,[\unasked],Moderately Urgent,Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],30–39 hours,6–10 hours,5 hours or less,6–10 hours,11–20 hours,5 hours or less,5 hours or less,"Client meetings, emails, admin work","other government organizations, non-profits, UN","Reddit, Twitter, research",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,"Yes, and I would like to specify:",Yes,Computer,63.45,98%,Q66,{8b}
98,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,9,EUR - Euro Member Countries,"$20,000 - $39,999",[^not answered],Romania,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,5,[^not chosen],Analysts,Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],9,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],Google Data Studio,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Recharts library (React),9,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Rarely,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Often,Rarely,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,9,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,Not at all,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,4,[^not chosen],Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],4,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],"Insufficient documentation for some tools (e.g., Google Data Studio), not being part of dataviz communities active on e.g. Slack",N/A,No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,$251–500,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,None,6–10 hours,None,None,[^not chosen],-,-,Master’s (or similar graduate degree),1,Other: Law,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Law,1,Other: Law,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Law,2 or more: English and Other(s),Man,No,Yes,Computer,21.02,98%,Q66,{8b}
99,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],12,12,EUR - Euro Member Countries,"$80,000 - $99,999",[^not answered],Germany,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,C - Some problems,5,Inadequate customizability,Not best fit for task,Costs and/or license issues,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Security or governance difficulties,Tool has poor UX/UI accessibility,[^not chosen],[^not chosen],3. Neither Agree nor Disagree,5,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,Email,[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],13,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,Figma,[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],Mapbox,Observable,P5/Processing,[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,[^not chosen],13,[\unasked],[\unasked],Sometimes,[\unasked],Often,Rarely,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,Often,Rarely,[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],13,[\unasked],[\unasked],Very much,[\unasked],Not at all,Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,Very much,[\unasked],[\unasked],[\unasked],Somewhat,Not at all,[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],5,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],5,[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Significant Impact,Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],They don’t understand the design aspect of it. They see visualization expertise as something to make charts “fancy” not as a way to make graphs more efficient,No,Yes,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,$0 ,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,Income inequality,Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Moderately Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,None,None,5 hours or less,6–10 hours,11–20 hours,5 hours or less,Preparing training,"Moritz Stefaner, Giorgia Lupi","Our World In Data, Observable",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Phone,16.77,98%,Q66,{8b}
100,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,6,EUR - Euro Member Countries,"$40,000 - $59,999",[^not answered],Finland,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,4,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Big Ass Numbers (BAN),1,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Not enough experience in design tools&processes to efficiently create mock ups etc,The complexity of behind the scenes calculations on a given data set,No,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Very likely,Don’t know,3,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Moderately Urgent,Extremely Urgent,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,6–10 hours,5 hours or less,5 hours or less,11–20 hours,5 hours or less,5 hours or less,Managing visualization platforms,"Flerlage twins, Andy Kriebel, Jonathan Drummey, Keith Helfrich","Tableau Public, Finnish lakes",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Man,No,Yes,Phone,21.07,98%,Q66,{8b}
101,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,15,EUR - Euro Member Countries,"$60,000 - $79,999",$30 - $44,Austria,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,2,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Timber Industry,"1,000-4,999 employees",Secondary,C - Some problems,1,[^not chosen],[^not chosen],[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2. Disagree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Line Chart,Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],SAP _Analytics Cloud,2,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],Lack of collaboration,[^not chosen],Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],Significant Impact,Significant Impact,Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Data Viz is more about visual communication and not creating one Dashboard or SAC Story after another . And you should apply best practices or standards .,No,Yes,Improving my design skills,[^not chosen],8,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Somewhat likely,Somewhat likely,[^not answered],Don’t know,3,[^not chosen],Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],6,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],6,Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],30–39 hours,11–20 hours,6–10 hours,5 hours or less,11–20 hours,None,None,Tool Support for customers,"Cole Nussbaumer Knafflic, Stephen Few, Edward Tuftee, Alberto Cairo, Rolf Hichert","Storytelling with Data, Show me your Number, How Charts Lie, Effective Data Story Telling",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Man,No,Yes,Computer,18.53,98%,Q66,{8b}
102,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,17,EUR - Euro Member Countries,"$40,000 - $59,999",[^not answered],France,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Consultant (therefore multiple areas),[^not chosen],"1,000-4,999 employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,Marketers,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],radial chart,6,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],10,[^not chosen],Canvas,D3.js,[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],Pen & paper,[^not chosen],Plotly,[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,[\unasked],Rarely,Sometimes,[\unasked],Sometimes,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],Rarely,[\unasked],Rarely,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,[\unasked],Somewhat,Very much,[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],Very much,[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],lack of skills in D3,"It's not only front end skills. You need to understand the client's needs, as well as data modelling.",No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Somewhat likely,"$501–1,000",1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,More than 30 hours,5 hours or less,None,5 hours or less,5 hours or less,5 hours or less,leading community activities,"Nadieh Bremer, Mona Chalabi, Shirley Wu, Eva Murray, Kevin Wee, CJ Mayes, Mike Bostock, Jacques Bertin, Cole Nussbaumer-Knaflic","Storytelling with data, MakeoverMonday, DVS posts and magazine",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Computer,28.07,98%,Q66,{8b}
103,58,59,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,9,EUR - Euro Member Countries,"$80,000 - $99,999",[^not answered],Germany,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,7,[^not chosen],[^not chosen],Engineers,Scientists,Medical Professionals,[^not chosen],[^not chosen],Executives,Designers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],3,Embedded in a tool,[^not chosen],[^not chosen],Static web page,Interactive notebook,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],Figma,[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Unwillingness from other people to change / adapt,"Benefit of accessible data viz, benefit of shared data viz language, not understanding the users",No,No,Improving my skills with an existing technical tool or library,[^not chosen],5,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,"$2,001–5,000",3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],30–39 hours,None,5 hours or less,5 hours or less,5 hours or less,None,5 hours or less,Data viz styleguide,"Moritz stefaner, schwabisch, scherer","Observable demos, data stories podcast, schwabischs books, cedric scherer tutorial",Master’s (or similar graduate degree),1,Other: Media design,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Media design,1,Other: Interaction design,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Interaction design,1: Other,Man,No,Yes,Phone,19.93,98%,Q66,{8b}
104,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],12,27,USD - United States Dollar,"$140,000 - $159,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Table,5,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],Lack of mentorship,Low data literacy,Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],7,Significant Impact,Moderate Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,Significant Impact,Significant Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],The flexibility and automation we provide is different than what one might have using excel for everything. Poor business processes cannot be overcome with only data visualization skills.,No,No,Learning a new technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],5,Extremely Urgent,Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],50–59 hours,11–20 hours,6–10 hours,None,5 hours or less,6–10 hours,6–10 hours,Mentoring and helping other data visualization professionals,"Will Perkins, Dawn Harrington, Andy Cotgreave, Larry Silverstein","Twitter data is community, https://www.techtipsgirl.com/ , Tableau conference","Doctoral degree (e.g., PhD, EdD, PsyD)",1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,"Yes, and I would like to specify:",No,Phone,27.83,98%,Q66,{8b}
105,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,7,GBP - United Kingdom Pound,"$60,000 - $79,999",[^not answered],United Kingdom,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Aviation,"1,000-4,999 employees",Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1. Strongly Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,Hexbin,Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],6,[^not chosen],Dashboard,Scrollytelling,[^not chosen],Interactive notebook,Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Not at all,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],most people what their questions answered without investing any time in studying the visualisation,Yes,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Not likely,Somewhat likely,"$501–1,000",2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,[\unasked],Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],40–49 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,documentation,"Andy Kriebel, Tableau Public, LinkedIn","Tableau Public, LinkedIn, Instagram, Twitter",Master’s (or similar graduate degree),2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Man,No,Yes,Phone,16.27,98%,Q66,{8b}
106,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,15,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],I don’t know,3,General Public,[^not chosen],[^not chosen],[^not chosen],Medical Professionals,[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[^not chosen],Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],Slopegraph,4,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],5,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Significant Impact,Significant Impact,[\unasked],[\unasked],"It takes a lot of time to clean the data and get it in the right format for analysis and visualization. Example: Check all that apply items are a relatively ""friendly"" format for survey respondents, but really need to be converted to a long (vs. wide) format for analysis and visualization.",Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],6,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Very likely,"$501–1,000",1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,6–10 hours,5 hours or less,None,None,[^not chosen],"Stephanie Evergreen, Ann K. Emery, Cole Knaflic, Nick Visscher, Jon Schwabish","Stephanie Evergreen's Data Visualization Academy, YouTube videos (e.g., Nick Visscher's YouTube channel, Spotlight Impact Data Design), LinkedIn groups","Doctoral degree (e.g., PhD, EdD, PsyD)",2,2 or more,[^not chosen],[^not chosen],[^not chosen],Health and Medicine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Health Services Administration,2,2 or more,[^not chosen],[^not chosen],[^not chosen],Health and Medicine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public Health,1: English,Woman,No,No,Computer,455.57,98%,Q66,{8b}
107,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,12,EUR - Euro Member Countries,"$20,000 - $39,999",[^not answered],Lithuania,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Customer satisfaction team, sales team",[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Lack of understanding that good visual matters,How much time I spend cteating visual,No,No,Other (please specify),Improve my knowladge how to create data literate culture and how to reach proper literacy level at company,4,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],Podcasts,[^not chosen],Very likely,Very likely,Very likely,$251–500,3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,6–10 hours,5 hours or less,5 hours or less,6–10 hours,None,11–20 hours,Preparing data and understanding requirements,"Books, visuals at internet","Podcasts, books",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Phone,863.42,98%,Q66,{8b}
108,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,1,USD - United States Dollar,"$10,000 - $19,999",Less than $15,Panama,On site (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Hotel,"5,000+ employees",Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1. Strongly Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],No access to the database or limited access.,The impact and the advantages it has for the company.,No,Yes,Improving my data skills,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],Coursera and Datacamp,Not likely,Very likely,Very likely,Don’t know,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,Moderately Urgent,[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,None,5 hours or less,None,None,[^not chosen],webpages and blogs,Youtube,Bachelor’s degree,1,Other: Industrial Engineer,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Industrial Engineer,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: Other,Man,No,No,Computer,10.32,98%,Q66,{8b}
109,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,10,USD - United States Dollar,"$120,000 - $139,999",I am not compensated on an hourly or project basis,United States,On site (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Architecture/Design,500-999 employees,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Minor Impact,Significant Impact,Moderate Impact,[\unasked],IT team slow/resistant to providing the appropriate tools (e.g. SSMS).,I work with accountants. They were never trained in data visualization or storytelling. As a result they struggle getting the message across to a non-accounting audience.,Yes,No,Improving my data skills,[^not chosen],5,Books,[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t have a set amount,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,11–20 hours,6–10 hours,None,5 hours or less,None,None,[^not chosen],Cole Nussbaumer Knaflic,"Wall Street Journal, Economist",Bachelor’s degree,1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,23.12,98%,Q66,{8b}
110,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,18,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,Highcharts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],Information overload,[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],8,Moderate Impact,Moderate Impact,Significant Impact,Significant Impact,[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],Minor Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],"Whether or not data viz can actually influence important conversations, inform decision makers, or provide insight",No,No,Improving my design skills,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,"$5,001+",4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],Data licensing,[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,5 hours or less,None,6–10 hours,5 hours or less,6–10 hours,Learning from other examples,Stephanie Evergreen and Edward Tufte,"LinkedIn posts, media articles, historical references",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,No,Phone,78.27,98%,Q66,{8b}
111,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],11,11,GBP - United Kingdom Pound,"$60,000 - $79,999",I am not compensated on an hourly or project basis,United Kingdom,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],Telecommunication,"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],5,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],6,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Qlik,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Significant Impact,Moderate Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],How much time goes into the design and how important the design is for effective data story telling.,Yes,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],Workshops,Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,"$1,001–2,000",4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,Somewhat Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],30–39 hours,11–20 hours,5 hours or less,5 hours or less,5 hours or less,6–10 hours,None,[^not chosen],"Alberto Cairo, David mccandless, Andy kirk",Books.,Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,No,Phone,20.48,98%,Q66,{8b}
112,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,5,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,8,[^not chosen],Analysts,[^not chosen],[^not chosen],Medical Professionals,Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],Educators,[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Gauge, Lollipop Chart, Sparkline, Stacked Bar Chart, Pictograph, Filled Infographic, Dumbbell Chart, Bar in Bar Chart",3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],None,"Once they see my work, their mind is changed. But before they see my visualizations/dashboards, I find that people typically like to see every single number broken out every single way (usually in an Excel spreadsheet/table format). I swim hard against the stream to show others how much time they can save when those numbers are represented visually. All I need is to get them to sit down and view one of my dashboards and their opinions are typically swayed.",No,No,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],"Blog Posts / Online Articles, and Online Community Forums",Not likely,Somewhat likely,Very likely,Don’t know,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],Data licensing,[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],40–49 hours,6–10 hours,6–10 hours,11–20 hours,11–20 hours,None,None,[^not chosen],"Steve Wexler, The Flerlage Twins","Google Image Search, Pinterest",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,No,Computer,76.02,98%,Q66,{8b}
113,57,58,1,Hobbyist,[^not chosen],[^not chosen],Non-compensated data visualization hobbyist,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,14,[not paid for DV],"$20,000 - $39,999",$100 - $124,India,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11–20,Often,Often,Sometimes,Sometimes,Often,[^not answered],10,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,Dendrogram,Network Diagram,Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],3,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Not knowing whom to contact for opportunity,"In business it is about speed, so spending time on visualisation is considered inefficient, when a simple excel chart will do",No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],2,[^not chosen],Workshops,Examples,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Not likely,Don’t have a set amount,1,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],Income inequality,Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,6–10 hours,5 hours or less,11–20 hours,None,None,Learning about the new techniques in bringing a visualisation to life,"Curran Keller, Mike Bostock, Fil @ Observable","https://observablehq.com, d3js.com,blocks.org",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,14.63,98%,Q66,{8b}
114,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,5,AUD - Australia Dollar,"$60,000 - $79,999",$45 - $59,Australia,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,5,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],2,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],Understanding the magnitude/importance or lack thereof of movements comparing the same chart across years.,No,No,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,"$2,001–5,000",2,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,Somewhat Urgent,Moderately Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,11–20 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,[^not answered],Scrollytelling articles,"ABC News Australia, The Guardian has good datavisualisation stories",Master’s (or similar graduate degree),2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,9.57,98%,Q66,{8b}
115,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],11,17,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Hybrid,[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],Academia,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,10,General Public,Analysts,[^not chosen],Scientists,[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],Educators,Administrative Personnel,Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],"The time it takes to gather data from ""traditional"" systems. The lack of direct data connections to facilitate production of dashboards. The amount of time it takes to clean-up the data.",No,Yes,Improving my data skills,[^not chosen],7,[^not chosen],Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Don't know,2,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Amount of time it takes to create GOOD visualizations, versus QUICK visualizations.",2,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,40–49 hours,5 hours or less,6–10 hours,5 hours or less,11–20 hours,5 hours or less,5 hours or less,communicating with end audience to understand their needs,"STEVE WEXLER (he is my Madona), Tableau Community and Various Groups, DVS, Youtube-various trainings, InterWorks trainings","recorded videos on how-to create various charts or perform calculations, or design dashboards",Master’s (or similar graduate degree),2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public and Social Services,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Woman,No,Yes,Computer,32.48,98%,Q66,{8b}
116,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],14,26,USD - United States Dollar,"$240,000 or more",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Engineer,5,Public sector (government),Private sector,Non-profit,[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],Marketing,[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,5,General Public,Analysts,Engineers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Hexbin,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Embedded in a tool,[^not chosen],[^not chosen],[^not chosen],Interactive notebook,[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Canvas,D3.js,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,Observable,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,[^not chosen],5,[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],5,[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],6,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],6,Significant Impact,[\unasked],[\unasked],Moderate Impact,Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,Significant Impact,Moderate Impact,[\unasked],[\unasked],How much harder it is to work with datasets that do not fit in memory,No,No,Improving my data skills,[^not chosen],4,Books,[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Somewhat likely,Not likely,"$1,001–2,000",2,Conference registration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,Moderately Urgent,[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,None,11–20 hours,6–10 hours,6–10 hours,Preparing presentations,"Tom McWright, Topi Tjukanov, Jeff Heer",[^not answered],Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],1: English,Man,No,I don’t know,Phone,35.12,98%,Q66,{8b}
117,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,13,KES - Kenya Shilling,"$10,000 - $19,999",I am not compensated on an hourly or project basis,Kenya,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1. Strongly Disagree,5,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Educators,[^not chosen],[^not chosen],[^not chosen],Journalists,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Datawrapper,[^not chosen],Figma,Flourish,[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],N/A,No,Yes,Learning a new technical tool or library,[^not chosen],4,[^not chosen],Workshops,[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Not likely,Don’t know,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,11–20 hours,11–20 hours,[^not answered],6–10 hours,6–10 hours,None,[^not chosen],"Mona Chalabi, Outlier",Newsletters,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,"Yes, and I would like to specify:",Yes,Computer,24.03,98%,Q66,{8b}
118,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,8,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Engineer,2,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,C - Some problems,4,[^not chosen],[^not chosen],[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",Hard to learn,[^not chosen],[^not chosen],[^not chosen],Tool has poor UX/UI accessibility,Insufficient support or poor documentation,[^not chosen],1. Strongly Disagree,6,[^not chosen],Analysts,Engineers,[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],Enterprise companies,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Hexbin,Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,Video,[^not chosen],interactive online maps,11,ArcGIS,[^not chosen],[^not chosen],[^not chosen],Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],QGIS,[^not chosen],[^not chosen],[^not chosen],React,[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],WebGL,CARTO (built on kepler.gl and deck.gl),11,Rarely,[\unasked],[\unasked],[\unasked],Sometimes,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Often,[\unasked],Rarely,[\unasked],[\unasked],[\unasked],Often,Often,11,Not at all,[\unasked],[\unasked],[\unasked],Not at all,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Very much,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Somewhat,Very much,6,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],6,Moderate Impact,[\unasked],Significant Impact,Significant Impact,[\unasked],Minor Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],Not everything is geospatial - there is so much data and methods to visualization that do not involve geospatial analysis,Yes,Yes,Learning a new technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Very likely,$101–250,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],online structured courses to improve skills,3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,Lack of software literacy,"improving skills in statistics, data skills, and methodologies so visualizations are robust and honest representations of the world",3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,Extremely Urgent,40–49 hours,5 hours or less,None,None,11–20 hours,None,11–20 hours,"quality testing for an application, presentation creation, discovery and scoping meetings with clients, demoing solutions, and troubleshooting/asking for help",[^not answered],"linkedin posts, instagram clips/videos, newsletters",Bachelor’s degree,2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,26.72,98%,Q66,{8b}
119,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,13,USD - United States Dollar,"$120,000 - $139,999",$100 - $124,United States,On site (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalism,[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,1,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],18,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],Dot Plot,Hexbin,Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",3D Chart,[^not chosen],Bee Swarm Chart,Force-Directed Graph,[^not chosen],4,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Canvas,D3.js,[^not chosen],[^not chosen],[^not chosen],Flourish,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,[^not chosen],6,[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],6,[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],3,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],Significant Impact,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[^not answered],Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,Don’t know,2,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,11–20 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,Meetings,"Mike Bostock, Edward Tufte, Philippe Riviere",Observablehq.com,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,12.03,98%,Q66,{8b}
120,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,6,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pharma,"5,000+ employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Network Diagram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,Gephi,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Lack of experience where data visualization is the primary focus of the job,The time it takes to put together the final results,Yes,No,Improving my design skills,[^not chosen],3,Books,[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Very likely,Very likely,Don’t know,3,[^not chosen],[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],8,[^not chosen],Data visualization not having a “seat at the table”,Diversity in tech,Income inequality,Lack of data visualization literacy,Designing for disabilities,Lack of access to education,Algorithmic bias,[^not chosen],Lack of software literacy,[^not chosen],8,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,Moderately Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,[\unasked],Moderately Urgent,[\unasked],40–49 hours,11–20 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,6–10 hours,N/A,Storytelling with Data blog,[^not answered],Bachelor’s degree,1,Other: Public Health,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Public Health,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,"Yes, and I would like to specify:",No,Computer,6.98,98%,Q66,{8b}
121,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,10,PHP - Philippines Peso,"Less than $10,000",I am not compensated on an hourly or project basis,Philippines,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Time constraints,Understanding its context,No,No,Improving my skills with an existing technical tool or library,[^not chosen],6,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Very likely,Don’t know,4,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,Professional association memberships,Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],5,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],Algorithmic bias,[^not chosen],Lack of software literacy,[^not chosen],5,[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],30–39 hours,5 hours or less,More than 30 hours,5 hours or less,11–20 hours,6–10 hours,None,[^not chosen],"Cole Knaflic, Leila Gharani","DataCamp, Microsoft, Udemy",Bachelor’s degree,1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: Other,Woman,"Yes, and I would like to specify:",Yes,Phone,11.55,98%,Q66,{8b}
122,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,3,GBP - United Kingdom Pound,"$40,000 - $59,999",[^not answered],United Kingdom,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],SaaS,100-499 employees,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],Designers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,Developers,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],All extensions within Qlik/Vizlib,4,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Qlik Sense/SaaS / Astrato,4,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,4,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,5,Lack of time,Lack of design expertise,Lack of technical skill,[^not chosen],Accessing data,[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Significant Impact,Moderate Impact,Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],As I am early in my career it's difficult to know what chart best suits the data,When the chart is misleading for the data,No,No,Improving my skills with an existing technical tool or library,[^not chosen],5,[^not chosen],Workshops,[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Somewhat likely,"$1,001–2,000",3,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],40–49 hours,None,5 hours or less,5 hours or less,6–10 hours,11–20 hours,11–20 hours,creating that data because i cannot find a good dataset for a demo,example : https://www.visualcapitalist.com/category/technology/,example : https://www.visualcapitalist.com/category/technology/,Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,10.43,98%,Q66,{8b}
123,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,20,CAD - Canada Dollar,"$80,000 - $99,999",[^not answered],Canada,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Scientist,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1. Strongly Disagree,9,[^not chosen],Analysts,Engineers,Scientists,[^not chosen],Product or Project Managers,[^not chosen],Executives,Designers,[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,Hexbin,Heatmap,[^not chosen],[^not chosen],Treemap,Dendrogram,Network Diagram,[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,Force-Directed Graph,[^not chosen],6,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],Leaflet,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],Svelte,[^not chosen],[^not chosen],[^not chosen],Web Components,[^not chosen],[^not chosen],7,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],7,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],5,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],5,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Significant Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],constructing visualizations is an act of analysis,No,Yes,Other (please specify),writing a new viz library,3,[^not chosen],[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Very likely,Very likely,"$5,001+",4,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Annotations are not well supported by default, even in current generation tools like observable plot",2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,30–39 hours,5 hours or less,11–20 hours,None,5 hours or less,6–10 hours,11–20 hours,Infrastructure work for data pipelines and dashboards,"Susie Lu, Frank Elavsky",twitter,Master’s (or similar graduate degree),2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,12.82,98%,Q66,{8b}
124,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,5,USD - United States Dollar,"$120,000 - $139,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],E-commerce,100-499 employees,Secondary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1. Strongly Disagree,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Looker,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Hex,3,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,3,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,2,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Having to teach myself everything,How much prep work I need to do before I can begin actually visualizing,Yes,No,Learning a new technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],Online documentation for the tool I’m using,Not likely,Very likely,Somewhat likely,Don’t know,2,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,[\unasked],[\unasked],Moderately Urgent,[\unasked],Somewhat Urgent,[\unasked],Somewhat Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],30–39 hours,11–20 hours,6–10 hours,5 hours or less,5 hours or less,None,5 hours or less,Creating Documentation,Cole Nussbaumer Knaflic,"Storytelling with Data, The Pudding",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Phone,15.42,98%,Q66,{8b}
125,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,15,HKD - Hong Kong Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,China,On site (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Journalist,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalism,[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,1,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],Scrollytelling,Static web page,Interactive notebook,[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],[^not chosen],Python,QGIS,[^not chosen],R,RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],"In my experience of working in several newsrooms, there's always a tension between text & data vis people. People know data vis is powerful, then it becomes a source of fear that people don't understand can be obsolete.",Yes,Yes,Learning a new technical tool or library,[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Somewhat likely,Very likely,Don’t know,4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much dashboard work,1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,30–39 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,None,[^not chosen],Lisa Charlotte Muth,Datawrapper's blogs,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Man,No,No,Computer,23.65,98%,Q66,{8b}
126,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,15,USD - United States Dollar,"$120,000 - $139,999",[^not answered],United States,Hybrid,[^not chosen],On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,5,[^not chosen],[^not chosen],Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],[^not chosen],Sales Team; Marketing,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Sometimes,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,Lack of design expertise,Lack of technical skill,[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Moderate Impact,Significant Impact,Minor Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],I don't think people trust a visualization without also having the underlying data available in excel,No,No,Improving my design skills,[^not chosen],4,[^not chosen],Workshops,Examples,[^not chosen],[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,"$2,001–5,000",3,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Inexperienced or biased application of data visualization,3,Moderately Urgent,Somewhat Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,40–49 hours,5 hours or less,5 hours or less,6–10 hours,11–20 hours,5 hours or less,5 hours or less,Testing and documenting enhancements,"Wexler, Cotgreave, Coworkers","Tableau Public, Google Images, Paul Kedrosky emails, Twitter",Master’s (or similar graduate degree),1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,No,Computer,37.43,98%,Q66,{8b}
127,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20,More than 30,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Secondary,C - Some problems,4,Inadequate customizability,[^not chosen],Costs and/or license issues,"Performance issues (e.g. reliability, speed, lack of updates)",Hard to learn,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4. Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],2,[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[^not answered],[\unasked],[\unasked],The difficulty of forcing the tools to present the data in the most useful ways,No,No,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,"$1,001–2,000",2,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Tool capabilities - ""easy"" is hard, hard can't be done at all",3,[\unasked],Somewhat Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,40–49 hours,6–10 hours,6–10 hours,None,None,None,None,I don't get any visualization hours right now,Cole,Playfair Data,Bachelor’s degree,1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,I don’t know,Computer,13.45,98%,Q66,{8b}
128,57,58,2,FreelanceAND,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],22,More than 30,USD - United States Dollar,"$100,000 - $119,999",$45 - $59,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],Analyst,Secondary,C - Some problems,3,[^not chosen],Not best fit for task,[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Medical Professionals,[^not chosen],[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Business,2,Communication of research findings,Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],14,Line Chart,Bar Chart,[^not chosen],Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],Dendrogram,[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Stacked Area Graphs, Word Cloud, Bubble Chart",7,[^not chosen],Dashboard,[^not chosen],[^not chosen],Interactive notebook,Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],9,[^not chosen],Canvas,[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"SAS, JMP and viya",9,[\unasked],Sometimes,[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Rarely,Often,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,9,[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Not at all,Not at all,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,4,[^not chosen],Lack of design expertise,[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],Moderate Impact,[\unasked],Minor Impact,Significant Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],It's not about the resulting graph,Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Collaborating with more skilled practitioners,[^not chosen],Mentoring/teaching others,[^not chosen],Presentations of data viz by others,Somewhat likely,Not likely,Somewhat likely,"$1,001–2,000",3,Conference registration,[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,[\unasked],[\unasked],Somewhat Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],50–59 hours,6–10 hours,6–10 hours,5 hours or less,6–10 hours,5 hours or less,21–30 hours,"Meetings explaining/presenting summary reports/metrics, teaching others, coding",[^not answered],Tableau's website; informationisbeautiful.net; SAS Institute,"Doctoral degree (e.g., PhD, EdD, PsyD)",1,Business,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Woman,No,Yes,Computer,18.58,98%,Q66,{8b}
129,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,7,USD - United States Dollar,"$120,000 - $139,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],None of these describes my role,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],e-commerce,"5,000+ employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,5,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],"Cost, time, lack of background in data cleaning/analysis",How much time it takes on the backend to set up!,No,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],[^not chosen],Designing for disabilities,Lack of access to education,Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],50–59 hours,5 hours or less,11–20 hours,5 hours or less,6–10 hours,None,None,[^not chosen],Alberto Cairo,"Data stories podcast, storytelling with data, wish I knew more!",Bachelor’s degree,1,Multi-/Interdisciplinary Studies,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,I don’t know,Computer,7.07,98%,Q66,{8b}
130,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,7,USD - United States Dollar,"$100,000 - $119,999",I am not compensated on an hourly or project basis,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Scientist,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,9,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,Executives,Designers,Researchers,[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",3D Chart,[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],9,Embedded in a tool,Dashboard,Scrollytelling,[^not chosen],Interactive notebook,Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Installation,[^not chosen],Video,[^not chosen],[^not chosen],13,ArcGIS,[^not chosen],D3.js,[^not chosen],[^not chosen],[^not chosen],Flourish,ggplot2,[^not chosen],[^not chosen],[^not chosen],Highcharts,[^not chosen],Leaflet,[^not chosen],[^not chosen],Observable,[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,[^not chosen],Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],R shiny,13,Often,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Often,13,Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,5,Lack of time,Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,Moderate Impact,Minor Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],"They underestimate the amount of work that goes behind the scenes: eg data exploration, finding the right story",No,No,Improving my design skills,[^not chosen],5,Books,[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],"Mostly i learn from work of others, eg codepens, observable, etc",Not likely,Not likely,Very likely,$0 ,2,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of recognition as a job title and profession in many organisations,1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,40–49 hours,5 hours or less,5 hours or less,5 hours or less,5 hours or less,5 hours or less,5 hours or less,"Back and forth with the stakeholders of the viz, Handling issue with IT to ensure the viz/dashboard can be up and running in the internal server",[^not answered],"Codepen, observable, Blogs, medium, DataVizSociety",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Woman,No,Yes,Phone,28.42,98%,Q66,{8b}
131,57,58,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20,25,USD - United States Dollar,"$140,000 - $159,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,1,Public sector (government),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Primary,C - Some problems,2,[^not chosen],[^not chosen],[^not chosen],"Performance issues (e.g. reliability, speed, lack of updates)",[^not chosen],Cannot easily integrate with other tools,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5. Strongly Agree,4,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,Leaflet,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],They don't always realize a subtle change may require reworking an entire visual.,No,No,Learning a new technical tool or library,[^not chosen],3,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Very likely,"$501–1,000",2,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,5 hours or less,21–30 hours,5 hours or less,6–10 hours,"Administrative tasks, meetings, mandatory ""paperwork""","Nathan Yau, Georgia Lupi","NY Times, Guardian, WashPost, InfoIsBeautiful, The Pudding, Instagram, Twitter,",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,15,98%,Q66,{8b}
132,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],30,30,USD - United States Dollar,"$240,000 or more",[^not answered],United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,4,[^not chosen],[^not chosen],Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],7,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],Qlik,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],Somewhat,[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[^not chosen],Lack of design expertise,[^not chosen],[^not chosen],Accessing data,Information overload,Lack of collaboration,Lack of mentorship,Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],7,[\unasked],Minor Impact,[\unasked],[\unasked],Minor Impact,Minor Impact,Significant Impact,Moderate Impact,Minor Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],It’s value,Yes,No,Other (please specify),Behavioral Economics,8,Books,Workshops,Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Not likely,Not likely,Not likely,"$5,001+",2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Masters.,4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,[^not chosen],[^not chosen],[^not chosen],4,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],40–49 hours,5 hours or less,6–10 hours,5 hours or less,5 hours or less,None,5 hours or less,Writing about viz,"Steve Wexler, Cole","Books, Instagram, Podcasts",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Phone,10.97,98%,Q66,{8b}
133,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,13,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],500-999 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Treemap,[^not chosen],Network Diagram,Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Typically one of two things: (1) they are aware of data viz but prefer having the numbers over a chart, or (2) they aren't aware of what is possible in the way of data viz",Yes,No,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],[^not chosen],Video tutorials,[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Not likely,Very likely,"$501–1,000",1,Conference registration,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],2,Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],30–39 hours,11–20 hours,11–20 hours,5 hours or less,5 hours or less,5 hours or less,None,[^not chosen],"Nadia Bremer, Laurie Frick, Andy Kirk","PolicyViz podcast, Nightingale, Tableau Viz of the Day, PowerBI gallery",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,24.72,98%,Q66,{8b}
134,56,57,2,FreelanceAND,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],7,16,EUR - Euro Member Countries,"$20,000 - $39,999",[^not answered],Indonesia,Hybrid,[^not chosen],Hybrid,[^not chosen],Journalist,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Arts and Humanities,3,Communication of research findings,Teaching data visualization as a course topic,As a topic of academic research,[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Spiral,4,Embedded in a tool,[^not chosen],[^not chosen],Static web page,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],Gephi,[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of mentorship,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],the work that needs to be done with the data before visualization can even begin,Yes,Yes,Other (please specify),All of the above,5,Books,Workshops,Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Very likely,Very likely,Don’t know,7,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,Professional books,[^not chosen],Data licensing,[^not chosen],9,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,Income inequality,Lack of data visualization literacy,Designing for disabilities,Lack of access to education,Algorithmic bias,Lack of ethical standards for visualizing data,Lack of software literacy,[^not chosen],9,Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,Extremely Urgent,Moderately Urgent,[\unasked],40–49 hours,5 hours or less,5 hours or less,11–20 hours,5 hours or less,11–20 hours,11–20 hours,Research,"Federica Fragapane, Shirley Wu, Frank Elavsky, Shannon Mattern, Andy Kirk,","are.na, Pinterest, Kontinentalist, The Pudding, data stories","Doctoral degree (e.g., PhD, EdD, PsyD)",1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,13.4,98%,Q66,{8b}
135,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,30,USD - United States Dollar,"$240,000 or more",$125 - $149,United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4. Agree,2,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,[^not chosen],Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],Dendrogram,Network Diagram,Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Interactive notebook,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Lack of time,[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderate Impact,[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[^not answered],Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,[^not chosen],Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,Don’t have a set amount,1,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],5,Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,Moderately Urgent,Extremely Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],40–49 hours,5 hours or less,5 hours or less,5 hours or less,11–20 hours,None,11–20 hours,General viz education,"Off-hand cause he has a newsletter, Nathan Yau, Author of Visual Cinnamon ... but many other other...just don't remember names.","Medium articles, NYT, r2d3",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,Yes,Computer,12.27,98%,Q66,{8b}
136,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,More than 30,USD - United States Dollar,"$120,000 - $139,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",4,Public sector (government),Private sector,Non-profit,[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,3,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,Embedded in a tool,Dashboard,[^not chosen],Static web page,[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],Lack of design expertise,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],The complexity of getting it right while making it easy to understand,No,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t have a set amount,6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],Data licensing,[^not chosen],2,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],2,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],40–49 hours,6–10 hours,6–10 hours,5 hours or less,11–20 hours,6–10 hours,5 hours or less,Meeting with prospective customers,"Andy Kriebel, Flerlage Twins, Joshua Smith, Steve Wexler, Andy Cotgreave","Playfair Data, SQLBelle, The Data School",Some college,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Computer,22.9,98%,Q66,{8b}
137,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,7,GBP - United Kingdom Pound,"$60,000 - $79,999",[^not answered],United Kingdom,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,3,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],That it isn't a direct replacement for spreadsheets,No,No,Learning a new technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,[^not chosen],[^not chosen],Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Somewhat likely,Not likely,Don’t know,2,[^not chosen],[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,5 hours or less,5 hours or less,6–10 hours,11–20 hours,6–10 hours,"Preparing training, testing",Flerlage twins,Blogs,Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,No,Computer,44.42,98%,Q66,{8b}
138,56,57,2,FreelanceAND,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],8,10,USD - United States Dollar,"$60,000 - $79,999",I am not compensated on an hourly or project basis,Brazil,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Multi-/Interdisciplinary Studies,2,[^not chosen],Teaching data visualization as a course topic,As a topic of academic research,[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[^not chosen],Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lollipop,6,[^not chosen],[^not chosen],[^not chosen],Static web page,Interactive notebook,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Physical medium other than printed on paper,[^not chosen],Installation,[^not chosen],Video,Social media,[^not chosen],10,[^not chosen],[^not chosen],D3.js,[^not chosen],[^not chosen],Figma,Flourish,[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Mapbox,Observable,[^not chosen],[^not chosen],Physical materials (other than pen and paper),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,Matter.js and “Vanilla” JavaScript,10,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Rarely,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Often,10,[\unasked],[\unasked],Not at all,[\unasked],[\unasked],Very much,Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Very much,4,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,[^not chosen],Information overload,[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],[\unasked],[\unasked],Significant Impact,Minor Impact,[\unasked],[\unasked],[\unasked],[\unasked],"I personally think quality is more important than quantity. This has led to conflicts, as managers usually want projects done at scale.",Yes,No,Other (please specify),Improving storytelling skills,6,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,Podcasts,[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t know,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],6,[^not chosen],Data visualization not having a “seat at the table”,Diversity in tech,Income inequality,[^not chosen],Designing for disabilities,Lack of access to education,[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],6,[\unasked],Somewhat Urgent,Extremely Urgent,Extremely Urgent,[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],20–29 hours,5 hours or less,5 hours or less,[^not answered],6–10 hours,None,11–20 hours,Preparing lectures,"Alberto Cairo, Gurman Bhatia, Federica Fragapane, Rodrigo Menegat, Ikene Ijeoma, Fernanda Didini, Rodrigo Medeiros, Olga Lopes, Giorgia Lupi, etc","Coding Train (YouTube channel focused on Creative Coding), Data Viz Project (by Ferdio), Dataviz Br, etc",Master’s (or similar graduate degree),2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Multi-/Interdisciplinary Studies,Design,2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],Interaction Design,2 or more: Other(s) and English,Man,No,No,Computer,70.55,98%,Q66,{8b}
139,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],15,18,USD - United States Dollar,"$100,000 - $119,999",[^not answered],United States,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,2,[^not chosen],Private sector,[^not chosen],[^not chosen],Finance,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,3,[^not chosen],[^not chosen],Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,Line Chart,Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of collaboration,[^not chosen],[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],Moderate Impact,Moderate Impact,Minor Impact,[\unasked],[\unasked],[\unasked],Often it seems that dynamic visuals are relegated to Power Point slides instead of used in their native tooling. Leadership claims to want analysis but tends to push additional production of reports.,No,No,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,[^not chosen],Mentoring/teaching others,[^not chosen],[^not chosen],Not likely,Not likely,Somewhat likely,Don’t know,2,Conference registration,[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Moderately Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,6–10 hours,5 hours or less,5 hours or less,11–20 hours,6–10 hours,5 hours or less,"Some explaining, transition work.","Stephen Few, Edward Tufte, Christopher Wagner","Perceptual Edge, Guy in a Cube, Havens Consulting",Bachelor’s degree,2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,13.75,98%,Q66,{8b}
140,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],16,24,USD - United States Dollar,"$80,000 - $99,999",[^not answered],United States,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Analyst,3,Public sector (government),[^not chosen],Non-profit,[^not chosen],[^not chosen],Healthcare/medical,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Fewer than 20 employees,Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,5,General Public,[^not chosen],[^not chosen],[^not chosen],Medical Professionals,[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[^not chosen],[^not chosen],Lack of technical skill,Learning new tools/approaches,Accessing data,Information overload,[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],Too much effort spent on non-viz activity,Data volume,[^not chosen],7,[\unasked],[\unasked],Moderate Impact,Moderate Impact,Moderate Impact,Significant Impact,[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],Moderate Impact,Moderate Impact,[\unasked],[\unasked],Cleaning up the original data set takes so much time,No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,Books,[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,"$2,001–5,000",6,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],Professional books,[^not chosen],Data licensing,[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,Moderately Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],30–39 hours,6–10 hours,6–10 hours,None,5 hours or less,None,6–10 hours,"Reading through studies and research, watching tutorials/webinars",sqlbelle,Tableau user groups,Bachelor’s degree,1,Other: Design,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Design,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,"Yes, and I would like to specify:",No,Computer,14.23,98%,Q66,{8b}
141,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,20,USD - United States Dollar,"$120,000 - $139,999",$60 - $74,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Designer,1,[^not chosen],Private sector,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"5,000+ employees",Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5. Strongly Agree,6,General Public,[^not chosen],Engineers,[^not chosen],[^not chosen],Product or Project Managers,[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Administrative Personnel,[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],12,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,[^not chosen],[^not chosen],Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],VR/AR Chart,[^not chosen],[^not chosen],[^not chosen],6,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Installation,[^not chosen],[^not chosen],Social media,[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],Datawrapper,Excel,Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],Power BI,PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Flourish,8,[\unasked],[\unasked],[\unasked],Often,Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,8,[\unasked],[\unasked],[\unasked],Very much,Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,6,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,Information overload,Lack of collaboration,[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],[^not chosen],[^not chosen],6,Moderate Impact,[\unasked],[\unasked],Moderate Impact,Significant Impact,Moderate Impact,Significant Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],The input they need to provide in order to get a good result.,No,No,Learning a new technical tool or library,[^not chosen],4,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],Online course.,Not likely,Somewhat likely,Very likely,Don’t have a set amount,3,Conference registration,[^not chosen],Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],Diversity in tech,[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,[\unasked],[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],50–59 hours,5 hours or less,6–10 hours,11–20 hours,[^not answered],5 hours or less,6–10 hours,Storytelling and wayfinding within several VR/AR projects,Bill Shander.,"https://coolinfographics.com/, Kantar, Dataviz meetups",Some college,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Man,No,No,Computer,38.02,98%,Q66,{8b}
142,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,7,USD - United States Dollar,"$80,000 - $99,999",I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],Non-profit,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],20-99 employees,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,8,General Public,Analysts,[^not chosen],[^not chosen],Medical Professionals,Product or Project Managers,Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,Members,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,Infographic,[^not chosen],Treemap,[^not chosen],[^not chosen],Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",3D Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,Embedded in a tool,Dashboard,Scrollytelling,Static web page,[^not chosen],Document or report,Presentations,Email,[^not chosen],[^not chosen],[^not chosen],Physical medium other than printed on paper,[^not chosen],[^not chosen],[^not chosen],Video,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],9,Lack of time,[^not chosen],Lack of technical skill,[^not chosen],Accessing data,Information overload,[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],9,Significant Impact,[\unasked],Moderate Impact,[\unasked],Significant Impact,Significant Impact,[\unasked],Minor Impact,[\unasked],Significant Impact,Moderate Impact,Significant Impact,Significant Impact,[\unasked],[\unasked],[^not answered],No,No,Improving my data skills,[^not chosen],4,[^not chosen],Workshops,[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,Don’t have a set amount,5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],4,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],30–39 hours,21–30 hours,5 hours or less,None,None,None,5 hours or less,Troubleshooting,Stephanie Evergreen,YouTube,Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: English,Woman,No,Yes,Phone,20.87,98%,Q66,{8b}
143,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],7,20,CAD - Canada Dollar,"$80,000 - $99,999",$30 - $44,Canada,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],"Leadership (Manager, Director, VP, etc.)",1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,[^not chosen],[^not chosen],[^not chosen],[^not chosen],100-499 employees,Primary,B - No problems,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3. Neither Agree nor Disagree,4,[^not chosen],Analysts,[^not chosen],[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],11,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,[^not chosen],[^not chosen],Treemap,[^not chosen],[^not chosen],[^not chosen],Geospatial Map (other than Choropleth),Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,Embedded in a tool,Dashboard,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Figma,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Streamlit,5,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,5,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,4,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],4,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],"While they talk a lot about storytelling, they do not realize the effort that needs to be put into a good design and narrative",No,No,Improving my design skills,[^not chosen],5,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Very likely,$251–500,3,Conference registration,[^not chosen],[^not chosen],[^not chosen],Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],Algorithmic bias,Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],40–49 hours,6–10 hours,5 hours or less,5 hours or less,6–10 hours,21–30 hours,None,[^not chosen],"Alli Torban, Jennifer Rash, the Flerlage Twins, Alberto Cairo","Storytellingwithdata.com, Nightingale, the Outlier Conference, the Washington Post",Bachelor’s degree,1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2 or more: Other(s) and English,Man,No,Yes,Phone,14.5,98%,Q66,{8b}
144,56,57,1,Employee,[^not chosen],Position in an organization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,8,NOK - Norway Krone,"$60,000 - $79,999",[^not answered],Norway,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Developer,2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information technology,Journalism,[^not chosen],[^not chosen],[^not chosen],"1,000-4,999 employees",Secondary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2. Disagree,1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalists in connected newspapers,[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[^not chosen],Bar Chart,[^not chosen],[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Network Diagram,Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],[^not chosen],6,Embedded in a tool,Dashboard,Scrollytelling,[^not chosen],Interactive notebook,[^not chosen],[^not chosen],[^not chosen],Newspaper or magazine,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],App,[^not chosen],[^not chosen],[^not chosen],8,[^not chosen],Canvas,D3.js,Datawrapper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],Leaflet,Looker,[^not chosen],Observable,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Svelte,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],8,[\unasked],Sometimes,Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,Sometimes,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[\unasked],Somewhat,Very much,Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,Very much,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Lack of time,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Information overload,[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],5,Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],Those that make decisions lack basic understanding of dataviaualization in journalism,No,Yes,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],Workshops,[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Very likely,Somewhat likely,Don’t have a set amount,3,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Moderately Urgent,Somewhat Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,5 hours or less,5 hours or less,11–20 hours,5 hours or less,6–10 hours,Framework development - we try to build a framework for internal vizzes to reduce dev. time and improve baseline quality,"Alberto Cairo, Nadieh Bremer, John Burn-Murdoch, Sondre Nilsen, Torstein Ringnes, Lisa Charlotte Muth","Datawrapper, Observable",Bachelor’s degree,2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Journalism,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: Other,Man,No,Yes,Phone,18.57,98%,Q66,{8b}
145,55,56,2,FreelanceAND,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],Academic/Teacher,[^not chosen],[^not chosen],10,12,USD - United States Dollar,"$10,000 - $19,999",$15 - $29,Spain,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],Engineers,Scientists,[^not chosen],[^not chosen],[^not chosen],Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Arts and Humanities,2,Communication of research findings,Teaching data visualization as a course topic,[^not chosen],[^not chosen],[^not chosen],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],16,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,[^not chosen],Network Diagram,[^not chosen],[^not chosen],Waffle Chart,"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],Bee Swarm Chart,[^not chosen],Voronoi,6,[^not chosen],Dashboard,Scrollytelling,[^not chosen],[^not chosen],[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],Physical handout or Printed on paper,Physical medium other than printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,Figma,Flourish,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Accessing data,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Technical limitations of the tools,[^not chosen],Data volume,[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Minor Impact,[\unasked],[\unasked],"the impact that I need to do with each data visualization, sometimes they think that isn't necessary",Yes,Yes,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Very likely,Somewhat likely,Somewhat likely,$101–250,2,Conference registration,[^not chosen],Data visualization software licenses,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,6–10 hours,6–10 hours,21–30 hours,21–30 hours,21–30 hours,6–10 hours,[^not answered],"I don't have a specific name, for me I obtain the inspiration while nature, textures, shapes, organic shape. Abstract artist or digital art.","I love Andy Gilmore job and Jessica In , both of them digital artist.",Bachelor’s degree,1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1: Other,Woman,No,Yes,Computer,18.93,98%,Q66,{8b}
146,55,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,10,USD - United States Dollar,"$60,000 - $79,999",$45 - $59,Germany,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],Analyst,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,General Public,Analysts,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,[^not chosen],[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Myself,[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,[^not chosen],Bar Chart,[^not chosen],Scatterplot,Histogram,[^not chosen],Dot Plot,[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[^not chosen],Dashboard,Scrollytelling,Static web page,[^not chosen],[^not chosen],Presentations,Email,[^not chosen],Peer reviewed journal publication,Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Video,Social media,[^not chosen],14,[^not chosen],[^not chosen],D3.js,Datawrapper,Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],P5/Processing,Pen & paper,[^not chosen],Plotly,[^not chosen],PowerPoint,Python,[^not chosen],[^not chosen],R,RAWGraphs,[^not chosen],[^not chosen],Tableau,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],14,[\unasked],[\unasked],Rarely,Often,Often,[\unasked],[\unasked],[\unasked],[\unasked],Rarely,Sometimes,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Often,Often,[\unasked],Rarely,[\unasked],Rarely,Often,[\unasked],[\unasked],Rarely,Sometimes,[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],14,[\unasked],[\unasked],Somewhat,Very much,Not at all,[\unasked],[\unasked],[\unasked],[\unasked],Not at all,Not at all,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],Very much,Very much,[\unasked],Somewhat,[\unasked],Not at all,Very much,[\unasked],[\unasked],Somewhat,Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],Significant Impact,[\unasked],[\unasked],There's not much recognition of the field as its own field/industry,They always think it's secondary or complimentary. The focus would be on the research itself and nothing else.,No,Yes,Improving my design skills,[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Somewhat likely,Somewhat likely,Don’t know,3,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,6–10 hours,6–10 hours,5 hours or less,5 hours or less,None,6–10 hours,[^not answered],"Federica Fragapagne, Nadieh Bremer, Tim Rodenbröker, Patrik Hübner,","Websites, courses, nature.",Master’s (or similar graduate degree),2,2 or more,[^not chosen],Business,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Computer,17.65,98%,Q66,{8b}
147,55,56,1,Student,[^not chosen],[^not chosen],[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],2,20,CAD - Canada Dollar,I am not compensated on a yearly basis,$15 - $29,Canada,Hybrid,[^not chosen],Hybrid,[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Full time,PhD/Doctorate,"Yes, in an elective course",Information Science,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],8,[^not chosen],[^not chosen],Pie Chart/Donut Chart,Scatterplot,Histogram,[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],Dendrogram,Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Force-Directed Graph,[^not chosen],6,[^not chosen],Dashboard,[^not chosen],Static web page,Interactive notebook,[^not chosen],Presentations,[^not chosen],[^not chosen],Peer reviewed journal publication,[^not chosen],[^not chosen],Augmented or Virtual reality,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],Gephi,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Plotly,[^not chosen],[^not chosen],Python,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],WebGL,[^not chosen],5,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],5,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],3,[^not chosen],[^not chosen],Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Too much effort spent on non-viz activity,[^not chosen],[^not chosen],3,[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Significant Impact,[\unasked],[\unasked],"Lack of experience, a lot of job adverts are discouraging with requirements that are beyond my experience. They want lots, but there is no reciprocity for professional development opportunities.",I think they are fascinated by it and value it hugely. Its finding the right project/budget to support the investment into visualization efforts.,Yes,Yes,Improving my skills with an existing technical tool or library,[^not chosen],3,[^not chosen],[^not chosen],Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Very likely,Somewhat likely,Very likely,"$5,001+",2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],Tuition for graduate coursework,[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],Diversity in tech,Income inequality,[^not chosen],Designing for disabilities,Lack of access to education,[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],30–39 hours,5 hours or less,11–20 hours,None,None,None,11–20 hours,"writing articles, literature reviews, reviewing teaching plans.",[^not answered],"websites, youtube, whiteboarding with colleagues",Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: English,Self-described or Prefer not to say,No,Yes,Computer,14.93,98%,Q66,{8b}
148,55,56,1,Student,[^not chosen],[^not chosen],[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],3,Less than 1 year,USD - United States Dollar,I am not compensated on a yearly basis,[^not answered],United States,Other (please specify),Contract work from University clients,On site (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Full time,Graduate/Master’s,"Yes, in an elective course","BS Computer Science, MS Human-Centered Computing",[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],7,Line Chart,Bar Chart,[^not chosen],[^not chosen],Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Network Diagram,[^not chosen],Geospatial Map (other than Choropleth),[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Embedded in a tool,[^not chosen],[^not chosen],[^not chosen],Interactive notebook,Document or report,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Interactive Web Page,10,[^not chosen],Canvas,D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],ggplot2,[^not chosen],[^not chosen],Google Sheets,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Observable,[^not chosen],[^not chosen],[^not chosen],Plotly,Power BI,[^not chosen],Python,[^not chosen],[^not chosen],R,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],10,[\unasked],Rarely,Often,[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],Sometimes,Sometimes,[\unasked],Often,[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,[\unasked],Somewhat,Very much,[\unasked],Very much,[\unasked],[\unasked],Very much,[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],Somewhat,Not at all,[\unasked],Somewhat,[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],Information overload,Lack of collaboration,Lack of mentorship,[^not chosen],[^not chosen],Technical limitations of the tools,Too much effort spent on non-viz activity,Data volume,[^not chosen],10,Significant Impact,Significant Impact,Minor Impact,Minor Impact,[\unasked],Moderate Impact,Moderate Impact,Significant Impact,[\unasked],[\unasked],Moderate Impact,Moderate Impact,Significant Impact,[\unasked],"Number of available visualizations jobs for the web, portfolio requirements, niche market for front end custom visualization, tableau and visualization maturing as a field.","There is more to making a good graphic than using a one stop shop tool like PowerBI and Tableau. People don’t understand or acknowledge that it has taken a herculean effort from people like Mike Bostock, Jeff Heer, Tamara Munzner, Shirley Wu, Alberto Cairo, Pat Hanrahan, Nadieh Bremer, Nathan Yau and others to get interactive visualization where it is today. My visualization work involves a lot of programming, data analysis, statistics,art and design choices to make good visualizations which some of these tools don’t provide especially for custom dashboards and tools",No,Yes,Learning a new technical tool or library,[^not chosen],6,Books,[^not chosen],Examples,Video tutorials,Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Somewhat likely,Somewhat likely,Not likely,$101–250,5,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,Tuition for graduate coursework,[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,[^not chosen],Diversity in tech,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"The issue of people from the data analyst and Tableau community declaring themselves visualization experts and getting the ""actual experts"" to write the forwards of their books and tools. Tableau practitioners are also not aware of the herculean efforts of researchers and engineers who advance the field.",3,Extremely Urgent,[\unasked],Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Extremely Urgent,20–29 hours,11–20 hours,More than 30 hours,11–20 hours,21–30 hours,None,11–20 hours,"databse theory, data sharing across a network, oop programming","Tamara Munzner, Alberto Cairo, Shirley Wu, Connor Rothschild, Peter Beshai, Susie Lu, Halden Lin, Dominik Moritz, Alexander Lex, John Stasko, Chris Johnson, Cameron Yick, Amelia Wattenberger, Joe Hellerstein, Neal Agarwal","Twitter, Hidden Brain",Master’s (or similar graduate degree),1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Computer,77.2,98%,Q66,{8b}
149,55,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,18,CLP - Chile Peso,I am not compensated on a yearly basis,I am not compensated on an hourly or project basis,Chile,Hybrid,[^not chosen],Hybrid,[^not chosen],Designer,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,General Public,[^not chosen],[^not chosen],Scientists,[^not chosen],Product or Project Managers,Policy Makers,[^not chosen],[^not chosen],[^not chosen],Students,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],Newspaper or magazine,Peer reviewed journal publication,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],D3.js,[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[\unasked],[\unasked],Rarely,[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[\unasked],[\unasked],Not at all,[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[^not chosen],[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,[^not chosen],[^not chosen],[^not chosen],Low data literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],Minor Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],raw and data viz team knowledge,it is not possible to understand the impact that dataviz has on the communication of results,No,No,Learning a new technical tool or library,[^not chosen],4,[^not chosen],Workshops,[^not chosen],Video tutorials,Collaborating with more skilled practitioners,Working through a project,[^not chosen],[^not chosen],[^not chosen],Somewhat likely,Very likely,Very likely,$1–100,2,[^not chosen],[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],Lack of access to education,[^not chosen],[^not chosen],Lack of software literacy,[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],Moderately Urgent,[\unasked],[\unasked],Somewhat Urgent,[\unasked],40–49 hours,None,5 hours or less,5 hours or less,5 hours or less,5 hours or less,None,[^not chosen],"books, gov info, studies from mktg, behance, web","lab.gob.cl, nesta, ideo, new york times,",Master’s (or similar graduate degree),2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2,2 or more,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],1: Other,Man,No,No,Computer,27.9,98%,Q66,{8b}
150,55,56,1,Student,[^not chosen],[^not chosen],[^not chosen],Student in a degree program at a college or university,[^not chosen],[^not chosen],[^not chosen],2,8,MXN - Mexico Peso,I am not compensated on a yearly basis,I am not compensated on an hourly or project basis,Mexico,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Part time,Graduate/Master’s,"Yes, in a required course",Data analytics & visualization,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],10,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,Boxplot/Box and Whisker,[^not chosen],[^not chosen],Heatmap,Infographic,Pictorial Visualization,[^not chosen],Dendrogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social media,[^not chosen],8,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],Flourish,[^not chosen],[^not chosen],Google Data Studio,Google Sheets,[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],RAWGraphs,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Keynote,8,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],Sometimes,[\unasked],[\unasked],Often,Often,[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,8,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],Very much,[\unasked],[\unasked],Very much,Somewhat,[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,6,Lack of time,[^not chosen],[^not chosen],Learning new tools/approaches,Accessing data,Information overload,[^not chosen],[^not chosen],Low data literacy,Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],6,Significant Impact,[\unasked],[\unasked],Significant Impact,Significant Impact,Significant Impact,[\unasked],[\unasked],Significant Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],People don't understand (and therefore don't value) the power of data visualization.,"The value it provides, and the time it requires.",Yes,No,Improving my data skills,[^not chosen],4,Books,Workshops,[^not chosen],[^not chosen],[^not chosen],Working through a project,[^not chosen],Podcasts,[^not chosen],Not likely,Not likely,Somewhat likely,"$5,001+",4,Conference registration,Conference travel and lodging,[^not chosen],Workshops or training seminars,[^not chosen],Professional books,[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,None,5 hours or less,None,6–10 hours,6–10 hours,[^not answered],"Giorgia Lupi, Stefanie Posavec, DataCitron, Gabrielle Meritte, Alberto Cairo","Pinterest, Accurat, Dataviz Society",Master’s (or similar graduate degree),1,Other: Graphic Design,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Graphic Design,1,Other: Data Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Data Visualization,2 or more: Other(s) and English,Woman,No,Yes,Computer,84.37,98%,Q66,{8b}
151,55,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,25,CAD - Canada Dollar,I am not compensated on a yearly basis,$100 - $124,Canada,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],None of these describes my role,Tertiary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],Researchers,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,[^not chosen],Bar Chart,Pie Chart/Donut Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Heatmap,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Waffle Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],Dashboard,[^not chosen],[^not chosen],[^not chosen],Document or report,Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Excel,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Rarely,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],2,[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Not at all,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],4,Lack of time,Lack of design expertise,Lack of technical skill,Learning new tools/approaches,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,Significant Impact,Moderate Impact,Moderate Impact,Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],The time it takes to learn new data viz skills,The time it takes to do it.,No,No,Improving my skills with an existing technical tool or library,[^not chosen],4,[^not chosen],Workshops,Examples,Video tutorials,[^not chosen],Working through a project,[^not chosen],[^not chosen],[^not chosen],Not likely,Somewhat likely,Somewhat likely,"$2,001–5,000",5,Conference registration,Conference travel and lodging,Data visualization software licenses,Workshops or training seminars,Professional association memberships,[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Lack of data visualization literacy,Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[\unasked],[\unasked],[\unasked],[\unasked],Moderately Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],40–49 hours,None,None,None,5 hours or less,None,[^not answered],[^not answered],"Ann Emery, Stephanie Evergreen, Duarte",Blogs from Ann Emery and Stephanie Evergreen,"Doctoral degree (e.g., PhD, EdD, PsyD)",2,2 or more,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],"Science, Math, and Technology",Social Sciences,[^not chosen],[^not chosen],[^not chosen],1,Social Sciences,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Social Sciences,[^not chosen],[^not chosen],[^not chosen],2 or more: English and Other(s),Woman,No,No,Computer,16.52,98%,Q66,{8b}
152,55,56,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,8,USD - United States Dollar,"$20,000 - $39,999",I am not compensated on an hourly or project basis,Finland,Remote (fully or mostly),[^not chosen],Hybrid,[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,[^not chosen],[^not chosen],Engineers,[^not chosen],[^not chosen],Product or Project Managers,Policy Makers,[^not chosen],Designers,Researchers,[^not chosen],[^not chosen],[^not chosen],Other Data Visualization Enthusiasts,[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,Line Chart,Bar Chart,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Choropleth Map,Geospatial Map (other than Choropleth),[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[^not chosen],Dashboard,Scrollytelling,Static web page,Interactive notebook,[^not chosen],Presentations,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],XD,2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Sometimes,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,2,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Somewhat,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,5,[^not chosen],[^not chosen],Lack of technical skill,[^not chosen],Accessing data,Information overload,[^not chosen],Lack of mentorship,[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],5,[\unasked],[\unasked],Significant Impact,[\unasked],Moderate Impact,Moderate Impact,[\unasked],Minor Impact,[\unasked],Significant Impact,[\unasked],[\unasked],[\unasked],[\unasked],Technical skill,How data visualization works and the value of it,No,Yes,Improving my design skills,[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Collaborating with more skilled practitioners,Working through a project,Mentoring/teaching others,[^not chosen],[^not chosen],Very likely,Somewhat likely,Somewhat likely,$101–250,2,Conference registration,[^not chosen],[^not chosen],Workshops or training seminars,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],[^not chosen],Designing for disabilities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,Extremely Urgent,Extremely Urgent,[\unasked],[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Fewer than 20 hours,None,None,5 hours or less,5 hours or less,None,5 hours or less,Design research,[^not answered],websites,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],2 or more: Other(s) and English,Woman,No,Yes,Computer,77.57,98%,Q66,{8b}
153,54,55,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],More than 30,More than 30,USD - United States Dollar,I am not compensated on a yearly basis,I am not compensated on an hourly or project basis,United States,Remote (fully or mostly),[^not chosen],Remote (fully or mostly),[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,General Public,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],6,Line Chart,Bar Chart,Pie Chart/Donut Chart,[^not chosen],Histogram,[^not chosen],[^not chosen],[^not chosen],[^not chosen],Infographic,Pictorial Visualization,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],4,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Presentations,Email,Newspaper or magazine,[^not chosen],Physical handout or Printed on paper,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Illustrator,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Pen & paper,[^not chosen],[^not chosen],[^not chosen],PowerPoint,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],Often,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],3,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],Very much,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],1,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not enough respect for dataviz,[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],Moderate Impact,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],some think of dataviz as decoration; they are paying lip-service to a percieved trend,No,No,I don’t feel I need to improve my data visualization skills currently,[^not chosen],2,Books,[^not chosen],Examples,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],Not likely,Not likely,Not likely,$0 ,4,Conference registration,Conference travel and lodging,[^not chosen],[^not chosen],Professional association memberships,Professional books,[^not chosen],[^not chosen],[^not chosen],4,Lack of awareness of the impact of dataviz,Data visualization not having a “seat at the table”,[^not chosen],[^not chosen],Lack of data visualization literacy,[^not chosen],[^not chosen],[^not chosen],Lack of ethical standards for visualizing data,[^not chosen],[^not chosen],4,Moderately Urgent,Somewhat Urgent,[\unasked],[\unasked],Moderately Urgent,[\unasked],[\unasked],[\unasked],Extremely Urgent,[\unasked],[\unasked],60–69 hours,None,None,More than 30 hours,21–30 hours,None,None,[^not chosen],otto and marie; gerd; eadweard; alberto,books,Master’s (or similar graduate degree),1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1,Arts and Humanities,Arts and Humanities,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],1: English,Man,No,Yes,Phone,16.7,98%,Q66,{8b}
154,54,55,1,Freelance,Freelance/Consultant/Independent contractor,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],24,26,EUR - Euro Member Countries,I am not compensated on a yearly basis,$45 - $59,Denmark,Remote (fully or mostly),[^not chosen],On site (fully or mostly),[^not chosen],Designer,Primary,A - Own choice,0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],5,General Public,Analysts,[^not chosen],Scientists,[^not chosen],[^not chosen],Policy Makers,Executives,[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],0,[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],[\unasked],15,Line Chart,Bar Chart,Pie Chart/Donut Chart,Scatterplot,Histogram,Boxplot/Box and Whisker,Dot Plot,[^not chosen],Heatmap,Infographic,Pictorial Visualization,Treemap,Dendrogram,Network Diagram,Choropleth Map,[^not chosen],[^not chosen],"Flow Chart (Sankey, DAGRE, Alluvial)",[^not chosen],[^not chosen],[^not chosen],[^not chosen],[^not chosen],9,[^not chosen],[^not chosen],[^not chosen],Static web page,[^not chosen],Document or report,Presentations,[^not chosen],Newspaper or magazine,[^not chosen],Physical handout or Printed on paper,[^not chosen],Augmented or Virtual reality,Installation,[^not chosen],Video,Social media,[^not c

dictionary2022main.tsv

simple2022dictionaryLists.tsv