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Hiring Recommendation Analyst
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Hiring Data Analysis Excercise</h1>\n",
"<a href=\"https://cryptomarla.com/elliott-klug\" target=\"_blank\"><h6>Author: Elliott Klug</h6></a>\n",
"<p>For this exercise, a sample data file is provided which contains information about \"recommendations\". A \"recommendation\" is the group of workers from which the Client can choose one to hire for a Job.</p>\n",
"<a id='top'><h2>Executive Summary</h2></a>\n",
" <ol>\n",
" <li>There are 2100 <a href='#Q1'>unique recommendation sets</a></li>\n",
" <li>There are 1 to 15 <a href='#Q1'>Workers per Recommendation:</a></li>\n",
" <ul>\n",
" <li>The Average (Mean) number of Workers shown per recommendation is 14.29</li>\n",
" <li>The Median number of Workers shown per recommendation is 15</li>\n",
" </ul>\n",
" <li>There are 830 <a href='#Q1'>unique Workers</a></li>\n",
" <li><a href='#Q4'>Worker Exposure:</a></li>\n",
" <ul>\n",
" <li>Worker #1014508755 was shown the most at 608 times</li>\n",
" <li>68 Workers were only recommended once</li>\n",
" </ul>\n",
" <li><a href='#Q4'>Worker Hiring:</a></li>\n",
" <ul>\n",
" <li>Worker #1012043028 was hired the most at 59 times</li>\n",
" <li>518 Workers were not hired at all</li>\n",
" </ul>\n",
" <li><a href='#Q4'>6 Workers have a 100% conversion rate</a> (# times hired/# shown)</li>\n",
" <li>Can <b><u>every</u></b> Worker have a 100% conversion rate?</li>\n",
" <ul>\n",
" In order for all recommendations be hired per job they have been recommended for, it would require\n",
" either: (a) allowing a client multiple hires per job or (b) reducing the recommendations \n",
" to one Worker per Recommendation.\n",
" </ul>\n",
" <li><a href='#Q8'>Average Position in Recommendation Results</a> by Category for Hired Workers</li>\n",
" <ul>\n",
" <li>Handy Work: 3.61</li>\n",
" <li>Painting: 4.60</li>\n",
" <li>Moving Help: 4.15</li>\n",
" </ul>\n",
" <li><a href='#Q8'>Average Hourly Rates and Completed Jobs</a> by Category for Hired Workers:</li>\n",
" <ul>\n",
" <li>Average Hourly Rate:</li>\n",
" <ul>\n",
" <li>Handywork: 38.70</li>\n",
" <li>Painting: 50.15</li>\n",
" <li>Moving: 63.01</li>\n",
" </ul>\n",
" <li>Average Number of Completed Tasks:</li>\n",
" <ul>\n",
" <li>Handywork: 249</li>\n",
" <li>Painting: 284</li>\n",
" <li>Moving: 274</li>\n",
" </ul>\n",
" </ul>\n",
" <li><a href='#Q10'><b>The Question:</b></a> How do we go about using this market data to suggest hourly \n",
" rates to Workers that would maximize their opportunity to be hired?</li>\n",
" <ul>\n",
" This data set has insufficient information to categorically provide a \n",
" recommendation on hourly rates\n",
" <ul>\n",
" <li>Worker features such as customer generated performance ratings, and \n",
" 'Worker' or 'best value' rankings are not present\n",
" </li> \n",
" <li>Some jobs in the categories of Handywork and Moving may require access\n",
" to a vehicle, and a Worker having a vehicle should allow for a higher hourly rate. \n",
" This dataset does not provide this information.\n",
" </li>\n",
" <li>Some workers represent additional labor in their bid. For example: some\n",
" Workers bidding on Moving jobs may be providing support labor. \n",
" If the Worker bids 90 for a job and three people will be working the job, \n",
" the effective hourly rate is 30 per Worker.\n",
" </li>\n",
" <li>\n",
" Since Position in Recommendation appears to be highly correlated to being \n",
" hired, it is not clear what the client may be seeing. This rating could \n",
" be from the final sort as selected by the client, or the <u>initial</u> \n",
" recommendation results provided.\n",
" </li>\n",
" </ul>\n",
" In order to identify ideal hourly rates, we will need to do some <a href='#Q10.1'>\n",
" Exploratory Data Analysis (<b>EDA</b>)</a> and light statistical \n",
" analysis to see if there are any visible trends or correlations within the data.\n",
" <ul>\n",
" <li><a href='#Q10.2'>Hourly rate appears to have a sweet spot of 30-60.</a> The Moving \n",
" category may be skewed by some Workers employing additional labor in their bid.\n",
" </li>\n",
" <li>Most Workers hired are in the top four recommendation slots</li>\n",
" <li>There is a medium correlation of Job experience to hourly rate, \n",
" with the Mounting category having the highest correlation. Individual Workers\n",
" seem to vary their hourly rate without respect to how many jobs they have \n",
" completed. This implies that either our sample is too small or that there other \n",
" factors driving hourly rating decisions not captured in this data.\n",
" </li>\n",
" <li>There is a relationship between recommendation ranking vs hourly rate, \n",
" but as the hourly rate increases, the relationship appears to weaken.\n",
" </li>\n",
" </ul>\n",
" Each Category required a unique approach in providing recommendations.\n",
" <ul>\n",
" <li><a href='#Q10.3'><b>Moving</b></a> Polynomial Fit (3 degrees) \n",
" for Hourly Rates less than 60\n",
" </li>\n",
" <li><a href='#Q10.4'><b>Handywork</b></a> Polynomial Fit (4 degrees)\n",
" </li>\n",
" <li><a href='#Q10.5'><b>Painting</b></a> Polynomial Fit (3 degrees)\n",
" </li>\n",
" </ul>\n",
" <a href='#Q10.F'><h4>Hourly Rate Recommendations by Category</h4></a>\n",
" <table align=\"left\" style=\"text-align:center;width:50%\">\n",
" <caption>Experience is the number of completed tasks</caption>\n",
" <tr>\n",
" <th>Experience</th>\n",
" <th>Moving</th>\n",
" <th>Handywork</th>\n",
" <th>Painting</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th><td>35.59</td><td>28.39</td><td>33.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th><td>36.38</td><td>29.25</td><td>36.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th><td>39.17</td><td>32.44</td><td>43.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th><td>41.86</td><td>35.91</td><td>49.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>200</th><td>44.97</td><td>41.23</td><td>53.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>300</th><td>45.84</td><td>44.54</td><td>52.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>400</th><td>45.37</td><td>46.17</td><td>51.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>500</th><td>44.45</td><td>46.57</td><td>53.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>600</th><td>44.00</td><td>46.35</td><td>56.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>700</th><td>44.91</td><td>46.25</td><td>60.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>800</th><td>48.10</td><td>47.15</td><td>63.78</td>\n",
" </tr>\n",
" </table>\n",
" <br clear=all>\n",
" </ul>\n",
" </ol>\n",
"<h2>Sample.csv Import/Check</h2>\n",
"<p>\n",
" Setting up environment, basic file check. <br> \n",
" <i>Shape, Types, Header</i><br>\n",
" <b>The columns are as follows:</b><br>\n",
" <li><b>recommendation_id</b> unique identifier for this recommendation, or set of Workers shown</li>\n",
" <li><b>created_at</b> when this recommendation was shown to the client</li>\n",
" <li><b>worker_id</b> unique identifier for the Workers</li>\n",
" <li><b>position</b> the position of the Worker in the recommendation set, 1 - first, 2 - second, etc.</li>\n",
" <li><b>hourly_rate</b> the hourly rate for the Worker when they were shown</li>\n",
" <li><b>experience_count</b> the number of Jobs the Worker had completed in that category, when they were shown</li>\n",
" <li><b>hired</b> was the Worker hired or not? Only 1 worker out of a set of recommendations can be hired</li>\n",
" <li><b>category</b> the category of work the Client needs help with</li>\n",
" </p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape of: hiring_data.csv\n",
"(30000, 8)\n",
"\n",
"Types of: hiring_data.csv\n",
"recommendation_id object\n",
"created_at object\n",
"worker_id int64\n",
"position int64\n",
"hourly_rate int64\n",
"experience_count int64\n",
"hired int64\n",
"category object\n",
"dtype: object\n",
"\n",
"Header of: hiring_data.csv\n",
" recommendation_id created_at worker_id position hourly_rate \\\n",
"0 37af-70cf97d7-901c 2012-06-20 0:32:25 2011195661 1 38 \n",
"1 37af-70cf97d7-901c 2012-06-20 0:32:25 2008902668 2 40 \n",
"2 37af-70cf97d7-901c 2012-06-20 0:32:25 2014034265 3 28 \n",
"3 37af-70cf97d7-901c 2012-06-20 0:32:25 2011743826 4 43 \n",
"4 37af-70cf97d7-901c 2012-06-20 0:32:25 2015589582 5 29 \n",
"\n",
" experience_count hired category \n",
"0 151 0 Handywork \n",
"1 193 0 Handywork \n",
"2 0 0 Handywork \n",
"3 303 0 Handywork \n",
"4 39 0 Handywork \n"
]
}
],
"source": [
"import random\n",
"import operator\n",
"import thinkstats2\n",
"import thinkplot\n",
"import numpy as np\n",
"import pylab as pl\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from collections import Counter\n",
"from scipy import stats, optimize\n",
"from scipy.stats import norm\n",
"from sklearn.decomposition import PCA, KernelPCA\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler, RobustScaler,\\\n",
"Normalizer, PowerTransformer, QuantileTransformer, PolynomialFeatures\n",
"\n",
"file = 'hiring_data.csv'\n",
"df = pd.read_csv(file)\n",
"\n",
"print(\"Shape of: \" + file)\n",
"print(df.shape)\n",
"print()\n",
"print(\"Types of: \" + file)\n",
"print(df.dtypes)\n",
"print()\n",
"print(\"Header of: \" + file)\n",
"print(df.head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q1'><h3>Unique index count</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"recommendation_id 2100\n",
"created_at 2093\n",
"worker_id 830\n",
"position 15\n",
"hourly_rate 82\n",
"experience_count 964\n",
"hired 2\n",
"category 3\n",
"dtype: int64"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.nunique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>\n",
" Based on a simple unique count of the sample.csv, there are:\n",
" <li><b>2100 unique recommendation sets (Jobs)</b></li>\n",
" <li><b>830 unique Workers</b></li>\n",
" <li>3 categories</li>\n",
"</p>\n",
"<a href='#top'><i>Return to Summary</i></a>\n",
"<a id='Q3'><h3>Worker Recommendation Stats:</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean # of Workers Shown per recommendation: position 14.291905\n",
"dtype: float64\n",
"Median # of Workers Shown per recommendation: position 15.0\n",
"dtype: float64\n"
]
}
],
"source": [
"print(\"Mean # of Workers Shown per recommendation: \"\\\n",
" , (df.groupby('recommendation_id').agg({'position':'max'}).mean()))\n",
"print(\"Median # of Workers Shown per recommendation: \"\\\n",
" , df.groupby('recommendation_id').agg({'position':'max'}).median())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>\n",
" <li>The Average (Mean) number of Workers shown per recommendation is 14.29</li>\n",
" <li>The Median number of Workers shown per recommendation is 15</li>\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q4'><h3>Worker Stats:</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Worker showed the most: \n",
"hired 7.00\n",
"recommendations 608.00\n",
"conversion_rate 0.01\n",
"ave_position 5.06\n",
"ave_hourly_rate 49.10\n",
"Name: 2016519064, dtype: float64\n",
"\n",
"Number of Workers who have only been recommended once: 68\n",
"\n",
"Worker hired the most: \n",
"hired 59.00\n",
"recommendations 438.00\n",
"conversion_rate 0.13\n",
"ave_position 5.82\n",
"ave_hourly_rate 34.83\n",
"Name: 2014053337, dtype: float64\n",
"\n",
"Number of Workers who have not been hired: 518\n",
"\n",
"Number of Workers with 100% conversion rate: 6\n",
" hired recommendations conversion_rate ave_position \\\n",
"worker_id \n",
"2009491221 1 1 1.0 1.00 \n",
"2010104729 2 2 1.0 1.00 \n",
"2010872050 9 9 1.0 4.67 \n",
"2013996277 1 1 1.0 3.00 \n",
"2014379995 2 2 1.0 1.50 \n",
"2016489082 1 1 1.0 14.00 \n",
"\n",
" ave_hourly_rate \n",
"worker_id \n",
"2009491221 35.0 \n",
"2010104729 68.0 \n",
"2010872050 70.0 \n",
"2013996277 32.0 \n",
"2014379995 35.0 \n",
"2016489082 40.0 \n"
]
}
],
"source": [
"df_recommended= pd.DataFrame(list(zip(df.worker_id.values, df.hired))\\\n",
" , columns=['worker_id', 'hired'])\n",
"worker_df = df_recommended.groupby('worker_id').sum()\n",
"worker_df['recommendations'] = df['worker_id'].value_counts()\n",
"worker_df['conversion_rate'] = worker_df.hired / worker_df.recommendations\n",
"worker_df['ave_position'] = df.groupby('worker_id').agg({'position':'mean'})\n",
"worker_df['ave_hourly_rate'] = df.groupby('worker_id')\\\n",
".agg({'hourly_rate':'mean'})\n",
"min_hired = worker_df[worker_df.hired == 0]\n",
"min_recommended = worker_df[worker_df.recommendations == 1]\n",
"max_conversion = worker_df[worker_df.conversion_rate == 1]\n",
"\n",
"print(\"Worker showed the most: \")\n",
"print(worker_df.loc[worker_df.recommendations.idxmax()].round(2))\n",
"print()\n",
"print(\"Number of Workers who have only been recommended once: \"\\\n",
" , len(min_recommended.index))\n",
"print()\n",
"print(\"Worker hired the most: \")\n",
"print(worker_df.loc[worker_df.hired.idxmax()].round(2))\n",
"print()\n",
"print(\"Number of Workers who have not been hired: \"\\\n",
" , len(min_hired.index))\n",
"print()\n",
"print(\"Number of Workers with 100% conversion rate: \"\\\n",
" , len(max_conversion.index))\n",
"print(max_conversion.round(2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Worker Stats Summary</h4>\n",
"<p>\n",
" <li>Worker #1014508755 was shown the most at 608 times</li>\n",
" <li>68 Workers were only recommended once</li>\n",
" <li>Worker #1012043028 was hired the most at 59 times</li>\n",
" <li>518 Workers were not hired at all</li>\n",
" <li>6 Workers have a conversion rate of 100%</li>\n",
" <h4><em>Can <b><u>every</u></b> Worker have a 100% conversion rate?</em></h4><br> \n",
" It would require that all recommendations be hired per job which would require \n",
" multiple hires per task or reducing the recommendations to one Worker per task recommendation.\n",
"</p>\n",
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q8'><h3>Category Stats</h3></a>\n",
"<h4>Average (Mean) by Category</h4>"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>position</th>\n",
" <th>hourly_rate</th>\n",
" <th>experience_count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Handywork</th>\n",
" <td>3.61</td>\n",
" <td>38.70</td>\n",
" <td>249.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moving</th>\n",
" <td>4.15</td>\n",
" <td>63.01</td>\n",
" <td>273.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Painting</th>\n",
" <td>4.60</td>\n",
" <td>50.15</td>\n",
" <td>284.10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" position hourly_rate experience_count\n",
"category \n",
"Handywork 3.61 38.70 249.02\n",
"Moving 4.15 63.01 273.88\n",
"Painting 4.60 50.15 284.10"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hired_df = df[df.hired == 1]\n",
"hired_df.groupby('category').agg({'position':'mean'\\\n",
" , 'hourly_rate':'mean', 'experience_count':'mean'}).round(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Median by Category</h4>"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>position</th>\n",
" <th>hourly_rate</th>\n",
" <th>experience_count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Handywork</th>\n",
" <td>2</td>\n",
" <td>38</td>\n",
" <td>131.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moving</th>\n",
" <td>3</td>\n",
" <td>49</td>\n",
" <td>147.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Painting</th>\n",
" <td>3</td>\n",
" <td>50</td>\n",
" <td>190.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" position hourly_rate experience_count\n",
"category \n",
"Handywork 2 38 131.5\n",
"Moving 3 49 147.0\n",
"Painting 3 50 190.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hired_df.groupby('category').agg({'position':'median'\\\n",
" , 'hourly_rate':'median', 'experience_count':'median'}).round(2)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" position hourly_rate experience_count\n",
"PC-1 0.182817 0.861871 0.473030\n",
"PC-2 0.198531 0.438864 -0.876347\n",
"PC-3 -0.962893 0.254122 -0.090876\n",
" 0\n",
"position 0.627685\n",
"hourly_rate 0.197281\n",
"experience_count 0.175034\n",
"[0.62768528 0.19728121 0.1750335 ]\n"
]
}
],
"source": [
"x = hired_df.drop(['hired', 'category', 'recommendation_id'\\\n",
" , 'worker_id', 'created_at'], axis=1)\n",
"y = hired_df['category']\n",
"#print(x)\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split\\\n",
" (x, y, test_size=0.2, random_state=0)\n",
"\n",
"rs = RobustScaler()\n",
"X_train = rs.fit_transform(X_train) \n",
"X_test = rs.transform(X_test) \n",
"\n",
"pca = PCA()\n",
"X_train = pca.fit_transform(X_train) \n",
"X_test = pca.transform(X_test) \n",
"\n",
"print(pd.DataFrame(pca.components_,columns=x.columns\\\n",
" , index = ['PC-1','PC-2', 'PC-3']))\n",
"explained_variance = pca.explained_variance_ratio_\n",
"print(pd.DataFrame(pca.explained_variance_ratio_\\\n",
" ,index=x.columns, columns = [0]))\n",
"print(explained_variance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10'><h2>The Big Question: How to Improve Worker Hiring Probability</h2></a>\n",
"<p>How can we use market data to suggest hourly rates to Workers that would\n",
" maximize their opportunity to be hired?\n",
"</p>\n",
"<a id='Q10.1'><h3>Performing Exploratory Data Analysis (EDA) on the hiring data</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(hired_df)\n",
"plt.show()\n",
"\n",
"df1 = df.drop(['created_at', 'recommendation_id'\\\n",
" , 'category', 'worker_id'], axis=1)\n",
"corr = df1.corr(method='spearman')\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"cax = ax.matshow(corr, cmap='coolwarm', vmin=-1, vmax=1)\n",
"fig.colorbar(cax)\n",
"ticks = np.arange(0, len(df1.columns), 1)\n",
"ax.set_xticks(ticks)\n",
"plt.xticks(rotation=90)\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticklabels(df1.columns)\n",
"ax.set_yticklabels(df1.columns)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Correlations</h4>\n",
"<p>\n",
" <li>Relationship between hourly rate and number of jobs completed appears to be around 0.5</li>\n",
" <i> (Does prior experience have a relationship to hourly rate?)</i>\n",
" <li>Relationship between ranking and hourly rate appears to be weak</li>\n",
" <i> (Does the ranking of the recommendation \n",
" has more of an influence than hourly rates?)</i>\n",
" <li>Relationship between number of jobs completed and being hired appears to be weak</li>\n",
" <i>(Does prior experience get a worker hired?)</i>\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Detailed Regression Charts of Features</h5>"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Slope: 0.03\n",
"LR Intercept: 41.54\n",
"LR R Value: 0.44\n",
"LR R-squared: 0.1975\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 396x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plt.figure(figsize=(10, 8))\n",
"sns.jointplot(x=hired_df['experience_count']\\\n",
" , y=hired_df['hourly_rate'], kind='reg'\\\n",
" , marginal_kws=dict(bins=30, rug=True)\\\n",
" , xlim=(0,1500), ylim=(0,200))\n",
"plt.ylabel('Hourly Rate (All Categories)')\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.show()\n",
"\n",
"y = np.array(hired_df['hourly_rate'])\n",
"x = np.array(hired_df['experience_count'])\n",
"\n",
"slope, intercept, r_value, p_value\\\n",
" , std_err = stats.linregress(x, y)\n",
"print(\"LR Slope: \", round(slope,2))\n",
"print(\"LR Intercept: \", round(intercept,2))\n",
"print(\"LR R Value: \", round(r_value,2))\n",
"print(\"LR R-squared:\", round(r_value**2,4))\n",
"\n",
"# calculate polynomial\n",
"poly = 3\n",
"z = np.polyfit(x, y, poly)\n",
"f = np.poly1d(z)\n",
"\n",
"# calculate new x's and y's\n",
"x_new = np.linspace(min(x), max(x), 50)\n",
"y_new = f(x_new)\n",
"\n",
"plt.figure(figsize=(5.5, 5.5))\n",
"plt.plot(x,y,'o', x_new, y_new)\n",
"plt.xlim(0, 1500)\n",
"plt.ylim(0,200)\n",
"plt.ylabel('Hourly Rate (All Categories)')\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.title('Polynomial (%i degree) Fit (All Categories)' % poly)\n",
"plt.show()\n",
"\n",
"sns.jointplot(x=hired_df['position'], y=hired_df['hourly_rate']\\\n",
" , kind='reg', marginal_kws=dict(bins=30, rug=True)\\\n",
" , xlim=(1,15), ylim=(0,200))\n",
"plt.xlabel('Position in Recommendation')\n",
"plt.ylabel('Hourly Rate (All Categories)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Plotting the Jobs Completed Percentile against the binned Cumulative Distribution Function of Hourly Rates</h5>"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.arange(30, 100, 10)\n",
"indices = np.digitize(hired_df.hourly_rate, bins)\n",
"groups = hired_df.groupby(indices)\n",
"\n",
"#calculate the mean of hourly rates in each bin\n",
"hourly = [group.hourly_rate.mean() for i, group in groups]\n",
"#calculate the cumulative distribution of the completed jobs by bin\n",
"cdfs = [thinkstats2.Cdf(group.experience_count) for i, group in groups]\n",
"\n",
"for percent in [75, 50, 25]:\n",
" exp = [cdf.Percentile(percent) for cdf in cdfs]\n",
" label = '%dth' % percent\n",
" thinkplot.Plot(exp, hourly, label=label)\n",
" \n",
"thinkplot.Config(ylabel=\"Hourly Rate (All Categories)\",\n",
" xlabel=\"Completed Jobs (All Categories)\",\n",
" legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='#Q10.3'><h4>Hourly Rates and Position Distributions (All Categories)</h4></a>"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(hired_df['hourly_rate'], kde=False)\n",
"plt.xlabel('Hourly Rate (All Categories)')\n",
"plt.show()\n",
"\n",
"\n",
"sns.distplot(hired_df['position'], kde=False)\n",
"plt.xlabel('Position in Recommendation (All Categories)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.2'><h4>Correlations Chart Summary</h4></a>"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hourly Rate with Highest Probability: 60\n"
]
}
],
"source": [
"n = len(df)\n",
"df_hr = np.array(df.hourly_rate)\n",
"d = Counter(df_hr)\n",
"for k in d:\n",
" d[k] = d[k] / n\n",
"\n",
"sns.distplot(df_hr, bins = 20, label=\"Hourly Rate Distribution\")\n",
"sns.distplot(list(d.keys()), bins=20, label=\"Hourly Rate Probability Distribution\")\n",
"plt.xlim(0,200)\n",
"plt.legend()\n",
"plt.title(\"Hourly Rate (All Categories)\")\n",
"plt.show()\n",
"\n",
"print(\"Hourly Rate with Highest Probability: \", d.most_common(1)[0][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>\n",
" <li>Hourly rate appears to have a sweet spot of 30-60 across all categories</li>\n",
" <li>There may be a medium relationship of experience to hourly rate.</li>\n",
" <li>There is a weak relationship on results ranking vs hourly rate, \n",
" but as the hourly rate increases, the relationship appears to weaken.</li>\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.2'><h3>Statistical Analysis by Category</h3></a>\n",
"<h4>Moving</h4>\n",
"<p>Moving appears to have a second price tier that does not appear to correlate to experience. I researched the Moving results on the site and found that some Workers were bidding with the support of additional labor.</p>\n",
"<h5>Hourly Rate</h5>"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean of Hourly Rate: 63.01\n",
"\n",
"Median of Hourly Rate: 49.0\n",
"\n",
"Variance of Hourly Rate: 897.58\n",
"\n",
"Standard Deviation of Hourly Rate: 29.96\n",
"\n",
"Correlation (Pearson) of Hourly Rate and Completed Jobs: 0.53\n",
"\n",
" worker_id position hourly_rate experience_count\n",
"count 5.710000e+02 571.00 571.00 571.00\n",
"mean 2.013106e+09 4.15 63.01 273.88\n",
"std 2.482131e+06 3.57 29.96 316.91\n",
"min 2.008659e+09 1.00 18.00 0.00\n",
"25% 2.011073e+09 1.00 43.00 36.00\n",
"50% 2.012311e+09 3.00 49.00 147.00\n",
"75% 2.015310e+09 6.00 80.00 334.50\n",
"max 2.017026e+09 15.00 190.00 1178.00\n",
"\n",
"Spearman Correlation: hourly_rate 1.000000\n",
"experience_count 0.518163\n",
"position 0.275889\n",
"worker_id -0.076404\n",
"Name: hourly_rate, dtype: float64\n",
"\n",
"Pearson Correlation: hourly_rate 1.000000\n",
"experience_count 0.532160\n",
"position 0.321277\n",
"worker_id -0.099221\n",
"Name: hourly_rate, dtype: float64\n",
"\n",
"Kendall Correlation: hourly_rate 1.000000\n",
"experience_count 0.532160\n",
"position 0.321277\n",
"worker_id -0.099221\n",
"Name: hourly_rate, dtype: float64\n",
"\n"
]
}
],
"source": [
"cat = \"Moving\"\n",
"mh = hired_df[hired_df.category == cat]\n",
"mh_clean = mh.drop(['created_at', 'hired', 'recommendation_id'], axis=1)\n",
"mh_clean.set_index('worker_id')\n",
"\n",
"print(\"Mean of Hourly Rate: \", round(mh_clean.hourly_rate.mean(),2))\n",
"print()\n",
"print(\"Median of Hourly Rate: \", round(mh_clean.hourly_rate.median(),2))\n",
"print()\n",
"print(\"Variance of Hourly Rate: \", round(mh_clean.hourly_rate.var(),2))\n",
"print()\n",
"print(\"Standard Deviation of Hourly Rate: \"\\\n",
" , round(mh_clean.hourly_rate.std(),2))\n",
"print()\n",
"print(\"Correlation (Pearson) of Hourly Rate and Completed Jobs: \"\\\n",
" , round(mh_clean['hourly_rate']\\\n",
" .corr(mh_clean['experience_count'], method='pearson'),2))\n",
"print()\n",
"#print(mh.info())\n",
"print(mh_clean.describe().round(2))\n",
"print()\n",
"corr_matrix_spearman = mh_clean.corr(method='spearman')\n",
"print(\"Spearman Correlation: \", corr_matrix_spearman['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()\n",
"corr_matrix_pearson = mh_clean.corr()\n",
"print(\"Pearson Correlation: \", corr_matrix_pearson['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()\n",
"corr_matrix_kendall = mh_clean.corr(method='kendall')\n",
"print(\"Kendall Correlation: \", corr_matrix_pearson['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(mh['hourly_rate'])\n",
"plt.xlabel(\"Hourly Rate - %s\" % cat)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Number of Completed Jobs against Hourly Rate</h5>\n",
"<h6>Linear Regression</h6>"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Slope: 0.05\n",
"LR Intercept: 49.23\n",
"LR R Value: 0.53\n",
"LR R-squared: 0.2832\n"
]
}
],
"source": [
"sns.jointplot(y=mh['hourly_rate'], x=mh['experience_count']\\\n",
" , kind='reg', marginal_kws=dict(bins=30, rug=True))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Number of Completed Jobs (%s)' % cat)\n",
"plt.xlim(0, 1200)\n",
"plt.ylim(0, 200)\n",
"plt.show()\n",
"\n",
"y = np.array(mh['hourly_rate'])\n",
"x = np.array(mh['experience_count'])\n",
"slope, intercept, r_value, p_value, std_err = stats.linregress(x, y)\n",
"print(\"LR Slope: \", round(slope,2))\n",
"print(\"LR Intercept: \", round(intercept,2))\n",
"print(\"LR R Value: \", round(r_value,2))\n",
"print(\"LR R-squared:\", round(r_value**2,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Plotting the Tasks Completed Percentile of Taskers against the binned Cumulative Distribution Function of Hourly Rates</h5>"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.arange(30, 100, 10)\n",
"indices = np.digitize(mh.hourly_rate, bins)\n",
"groups = mh.groupby(indices)\n",
"\n",
"#calculate the mean of hourly rates in each bin\n",
"hourly = [group.hourly_rate.mean() for i, group in groups]\n",
"#calculate the cumulative distribution of the completed jobs by bin\n",
"cdfs = [thinkstats2.Cdf(group.experience_count) for i\\\n",
" , group in groups]\n",
"\n",
"for percent in [75, 50, 25]:\n",
" exp = [cdf.Percentile(percent) for cdf in cdfs]\n",
" label = '%dth' % percent\n",
" thinkplot.Plot(exp, hourly, label=label)\n",
" \n",
"thinkplot.Config(ylabel='Hourly Rate (%s)' % cat,\n",
" xlabel=\"Completed Jobs\",\n",
" legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Recommedation Position against Hourly Rate</h5>"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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