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Modification to The Economist College Ranking using Binned Normal Fitting

Modification to The Economist College Ranking using Binned Normal Fitting

Universities in the United States ranked by standard deviations from bin mean when binned by expected value (8 bins total).

Rank Institution Name Score Bin Expected Actual Delta
1 Washington and Lee University 5.2503 5 55223 77600 22377
2 Otis College of Art and Design 3.9357 2 29562 42000 12438
3 Texas A & M International University 3.6782 3 33692 45200 11508
4 Alderson Broaddus University 3.6568 2 31766 43400 11634
5 California State University-Bakersfield 3.5404 3 37025 48100 11075
6 Holy Family University 3.3548 3 39408 49900 10492
7 University of Saint Joseph 3.1589 3 39824 49700 9876
8 Babson College 3.0850 6 65170 85500 20330
9 California State University-Stanislaus 2.7277 3 36379 44900 8521
10 Drake University 2.6853 4 46901 55700 8799
11 Rhode Island School of Design 2.6749 3 38944 47300 8356
12 Wilkes University 2.6412 3 41650 49900 8250
13 California Lutheran University 2.6111 4 44361 52900 8539
14 Duquesne University 2.5820 4 45863 54300 8437
15 University of Scranton 2.5815 4 47565 56000 8435
16 Linfield College-McMinnville Campus 2.5085 4 43120 51300 8180
17 Woodbury University 2.4288 3 38018 45600 7582
18 Gwynedd Mercy University 2.3854 4 44251 52000 7749
19 East Stroudsburg University of Pennsylvania 2.3447 3 35582 42900 7318
20 SUNY Oneonta 2.3219 3 35153 42400 7247
21 University of the Pacific 2.3020 5 56477 66400 9923
22 Albright College 2.2896 3 41355 48500 7145
23 Georgetown College 2.2679 3 35923 43000 7077
24 Bluefield College 2.2541 3 35766 42800 7034
25 Texas Woman's University 2.2462 3 37791 44800 7009
26 George Mason University 2.2284 4 49801 57000 7199
27 Western New England University 2.2171 4 47940 55100 7160
28 University of Vermont 2.2002 3 37136 44000 6864
29 Mansfield University of Pennsylvania 2.1542 2 30796 38100 7304
30 Ithaca College 2.1342 4 43531 50400 6869
31 Baker University 2.1220 4 42073 48900 6827
32 Dallas Christian College 2.1064 3 35630 42200 6570
33 Philadelphia University 2.0829 4 42010 48700 6690
34 Point Loma Nazarene University 2.0508 4 43723 50300 6577
35 Sierra Nevada College 2.0053 3 36248 42500 6252
36 Sul Ross State University 1.9775 2 31206 38000 6794
37 Bowie State University 1.9702 3 40858 47000 6142
38 California State University-Dominguez Hills 1.9653 3 36674 42800 6126
39 Susquehanna University 1.9472 4 43785 50000 6215
40 Villanova University 1.9462 6 60455 73700 13245
41 West Virginia Wesleyan College 1.9367 3 37063 43100 6037
42 Chapman University 1.9135 4 45704 51800 6096
43 SUNY College at Cortland 1.9091 3 39350 45300 5950
44 University of La Verne 1.9003 4 46650 52700 6050
45 University of California-Santa Barbara 1.8982 4 45957 52000 6043
46 Notre Dame of Maryland University 1.8887 4 42790 48800 6010
47 Misericordia University 1.8786 3 41646 47500 5854
48 Bentley University 1.8382 6 62327 74900 12573
49 California Polytechnic State University-San Luis Obispo 1.8332 5 52957 60900 7943
50 Rutgers University-Newark 1.7912 4 49132 54800 5668
51 Lehigh University 1.7847 6 64559 76800 12241
52 Butler University 1.7773 4 46780 52400 5620
53 California State University-Los Angeles 1.7711 3 39384 44900 5516
54 Pepperdine University 1.7630 5 53754 61400 7646
55 West Virginia University 1.7624 3 38411 43900 5489
56 Davidson College 1.7621 5 50858 58500 7642
57 James Madison University 1.7613 4 47836 53400 5564
58 Warner University 1.7493 3 36752 42200 5448
59 Illinois Wesleyan University 1.7382 4 49117 54600 5483
60 California State University-San Bernardino 1.7360 3 40094 45500 5406
61 University of Utah 1.7344 4 43830 49300 5470
62 Samford University 1.7309 3 40410 45800 5390
63 University of Redlands 1.7192 4 48384 53800 5416
64 Bloomsburg University of Pennsylvania 1.7085 3 38480 43800 5320
65 Stevenson University 1.7039 4 46037 51400 5363
66 Gettysburg College 1.7029 4 46841 52200 5359
67 College of the Holy Cross 1.6937 5 56346 63700 7354
68 Waynesburg University 1.6769 3 39480 44700 5220
69 Citadel Military College of South Carolina 1.6649 4 47274 52500 5226
70 Mount St Mary's College 1.6587 4 44995 50200 5205
71 Westminster College 1.6530 3 39255 44400 5145
72 Wabash College 1.6515 4 44721 49900 5179
73 Frostburg State University 1.6463 3 38476 43600 5124
74 La Salle University 1.6391 4 48064 53200 5136
75 Azusa Pacific University 1.6301 4 43896 49000 5104
76 King's College 1.6271 4 43806 48900 5094
77 The University of Texas of the Permian Basin 1.6066 3 37400 42400 5000
78 University of Charleston 1.5687 3 37120 42000 4880
79 Shippensburg University of Pennsylvania 1.5592 3 40349 45200 4851
80 Chestnut Hill College 1.5569 3 38157 43000 4843
81 Wagner College 1.5567 4 48953 53800 4847
82 Spring Arbor University 1.5513 3 35574 40400 4826
83 Alma College 1.5391 3 39913 44700 4787
84 Concordia University-Saint Paul 1.5348 3 40526 45300 4774
85 Elmhurst College 1.5322 4 43338 48100 4762
86 College of Saint Elizabeth 1.5207 3 40170 44900 4730
87 Lebanon Valley College 1.5150 3 41388 46100 4712
88 Georgian Court University 1.5075 3 41012 45700 4688
89 Harvard University 1.4919 7 74466 87200 12734
90 Hope International University 1.4882 2 29715 35100 5385
91 Concordia University 1.4817 3 37493 42100 4607
92 Blue Mountain College 1.4727 1 24399 31300 6901
93 Central Washington University 1.4697 3 40331 44900 4569
94 Mississippi University for Women 1.4673 2 29476 34800 5324
95 West Chester University of Pennsylvania 1.4590 4 41995 46500 4505
96 Colby College 1.4415 4 48556 53000 4444
97 California State University-Sacramento 1.4397 4 42062 46500 4438
98 Pitzer College 1.4353 3 40839 45300 4461
99 Bethany College 1.4261 3 36468 40900 4432
100 Wake Forest University 1.4144 5 54826 61000 6174
101 Creighton University 1.4125 5 51634 57800 6166
102 Piedmont College 1.4088 3 34422 38800 4378
103 Jacksonville University 1.4047 4 43385 47700 4315
104 University of California-Davis 1.4043 5 50969 57100 6131
105 La Sierra University 1.3994 3 36952 41300 4348
106 California State University-East Bay 1.3893 4 47039 51300 4261
107 California State University-Monterey Bay 1.3722 3 37237 41500 4263
108 University of Colorado Boulder 1.3650 4 43824 48000 4176
109 Montreat College 1.3629 3 36566 40800 4234
110 Lock Haven University 1.3531 3 34897 39100 4203
111 Providence College 1.3523 5 53689 59600 5911
112 Cardinal Stritch University 1.3421 4 46904 51000 4096
113 Westfield State University 1.3418 3 39132 43300 4168
114 Piedmont International University 1.3358 2 25755 30700 4945
115 Bucknell University 1.3355 6 59354 68800 9446
116 Millikin University 1.3318 3 38764 42900 4136
117 Salve Regina University 1.3110 4 44313 48300 3987
118 Salisbury University 1.3102 4 43316 47300 3984
119 Simmons College 1.3099 4 47417 51400 3983
120 Martin Luther College 1.3077 3 36340 40400 4060
121 College of Our Lady of the Elms 1.3057 3 39646 43700 4054
122 SUNY at Binghamton 1.3051 5 52688 58400 5712
123 Appalachian Bible College 1.2991 1 21411 27900 6489
124 California State University-San Marcos 1.2863 3 41407 45400 3993
125 Radford University 1.2853 3 38110 42100 3990
126 Rowan University 1.2759 4 44936 48800 3864
127 SUNY at Albany 1.2741 4 47042 50900 3858
128 Colgate University 1.2733 5 55922 61500 5578
129 Ferris State University 1.2678 3 36365 40300 3935
130 Texas Wesleyan University 1.2538 3 35609 39500 3891
131 Kutztown University of Pennsylvania 1.2501 3 37520 41400 3880
132 Lincoln University of Pennsylvania 1.2393 2 30233 34900 4667
133 University of Maryland Eastern Shore 1.2348 2 33146 37800 4654
134 Hamilton College 1.2346 5 51886 57300 5414
135 Massachusetts Institute of Technology 1.2343 8 83416 91600 8184
136 Columbus College of Art and Design 1.2338 2 28149 32800 4651
137 Aquinas College 1.2261 3 40596 44400 3804
138 The Baptist College of Florida 1.2103 2 25316 29900 4584
139 Washington & Jefferson College 1.1988 4 46306 49900 3594
140 Allegheny College 1.1884 4 45642 49200 3558
141 Union College 1.1816 5 56610 61800 5190
142 Gustavus Adolphus College 1.1800 4 46572 50100 3528
143 California State University-Long Beach 1.1765 4 43384 46900 3516
144 John Brown University 1.1714 4 42702 46200 3498
145 Millsaps College 1.1708 3 41570 45200 3630
146 Barry University 1.1528 4 41867 45300 3433
147 Alaska Pacific University 1.1510 4 43973 47400 3427
148 Sarah Lawrence College 1.1483 3 36140 39700 3560
149 Ottawa University-Ottawa 1.1323 3 37191 40700 3509
150 Stevens Institute of Technology 1.1304 8 75344 82800 7456
151 Muhlenberg College 1.1281 5 51035 56000 4965
152 Ursuline College 1.1270 3 39407 42900 3493
153 University of Michigan-Dearborn 1.1099 4 44117 47400 3283
154 Dickinson College 1.1067 4 48828 52100 3272
155 Pace University-New York 1.1050 5 53533 58400 4867
156 California State University-Fullerton 1.0961 4 43265 46500 3235
157 Skidmore College 1.0958 3 39705 43100 3395
158 Concordia College-New York 1.0918 4 42080 45300 3220
159 California State University-Chico 1.0907 3 41721 45100 3379
160 University of Rhode Island 1.0807 4 45019 48200 3181
161 Central Baptist College 1.0749 2 31506 35700 4194
162 Arcadia University 1.0682 3 40392 43700 3308
163 Bryant University 1.0612 5 57218 61900 4682
164 Fairfield University 1.0482 6 61341 69000 7659
165 Spelman College 1.0411 4 43358 46400 3042
166 Bay Path College 1.0392 3 38683 41900 3217
167 Tennessee Temple University 1.0380 2 29213 33300 4087
168 Brewton-Parker College 1.0320 2 30630 34700 4070
169 University of Illinois at Chicago 1.0312 4 48593 51600 3007
170 Keuka College 1.0224 3 40136 43300 3164
171 Cleveland Institute of Art 1.0219 2 28659 32700 4041
172 Southern Utah University 1.0183 3 34049 37200 3151
173 University of Pennsylvania 1.0146 7 68813 78200 9387
174 Norwich University 1.0105 4 42365 45300 2935
175 Montclair State University 1.0099 4 45767 48700 2933
176 California State University-Fresno 1.0075 3 40083 43200 3117
177 DePauw University 1.0052 4 44883 47800 2917
178 Hillsdale Free Will Baptist College 1.0012 2 29419 33400 3981
179 Simpson College 0.9980 4 42909 45800 2891
180 Virginia Polytechnic Institute and State University 0.9968 5 53490 57900 4410
181 Georgetown University 0.9885 7 74095 83300 9205
182 Bethany College 0.9748 3 35485 38500 3015
183 University of Michigan-Flint 0.9741 3 37088 40100 3012
184 Slippery Rock University of Pennsylvania 0.9718 3 35995 39000 3005
185 Eastern Oregon University 0.9714 3 34796 37800 3004
186 Thomas More College 0.9707 4 43004 45800 2796
187 Mount Olive College 0.9628 3 36223 39200 2977
188 St Thomas University 0.9550 3 39648 42600 2952
189 University of North Georgia 0.9532 3 39453 42400 2947
190 D'Youville College 0.9529 4 45567 48300 2733
191 University of Iowa 0.9444 4 45997 48700 2703
192 Florida Agricultural and Mechanical University 0.9441 3 34382 37300 2918
193 Yeshiva University 0.9406 5 51428 55600 4172
194 Elizabethtown College 0.9400 4 45012 47700 2688
195 Loyola Marymount University 0.9312 5 51467 55600 4133
196 University of Richmond 0.9307 5 56669 60800 4131
197 Florida College 0.9300 3 34026 36900 2874
198 John Carroll University 0.9282 4 48353 51000 2647
199 Belmont University 0.9246 3 36243 39100 2857
200 William Jessup University 0.9239 3 35745 38600 2855
201 University of Wisconsin-Madison 0.9205 4 48380 51000 2620
202 LaGrange College 0.9204 3 35256 38100 2844
203 Widener University-Main Campus 0.9155 4 49098 51700 2602
204 Rensselaer Polytechnic Institute 0.9076 7 73062 81700 8638
205 Washington Adventist University 0.8990 4 44256 46800 2544
206 College of Mount Saint Vincent 0.8891 4 49390 51900 2510
207 University of St Francis 0.8891 4 42090 44600 2510
208 Spring Hill College 0.8837 3 41072 43800 2728
209 Utah State University 0.8778 3 39690 42400 2710
210 College of St Joseph 0.8736 2 33287 36900 3613
211 Notre Dame de Namur University 0.8697 4 48858 51300 2442
212 Rose-Hulman Institute of Technology 0.8692 7 70532 78900 8368
213 Occidental College 0.8670 4 47667 50100 2433
214 Ohio Northern University 0.8638 5 50452 54300 3848
215 Ramapo College of New Jersey 0.8633 4 46280 48700 2420
216 Quinnipiac University 0.8598 5 52569 56400 3831
217 Washington State University 0.8562 4 44005 46400 2395
218 Syracuse University 0.8534 5 52796 56600 3804
219 Lyndon State College 0.8527 2 30547 34100 3553
220 Bridgewater College 0.8524 3 39970 42600 2630
221 Moore College of Art and Design 0.8484 1 25082 30500 5418
222 Millersville University of Pennsylvania 0.8406 3 40607 43200 2593
223 Nebraska Wesleyan University 0.8323 4 43189 45500 2311
224 Concordia University-Chicago 0.8270 3 38950 41500 2550
225 Saint Francis University 0.8239 4 44618 46900 2282
226 Xavier University of Louisiana 0.8236 4 44219 46500 2281
227 Michigan State University 0.8228 4 47522 49800 2278
228 Florida Gulf Coast University 0.8199 3 38672 41200 2528
229 Saint Anselm College 0.8199 5 51637 55300 3663
230 Oklahoma City University 0.8195 3 36873 39400 2527
231 Nova Southeastern University 0.8188 4 44236 46500 2264
232 Young Harris College 0.8155 2 30654 34100 3446
233 York College Pennsylvania 0.8105 4 45665 47900 2235
234 California State Polytechnic University-Pomona 0.8102 4 49766 52000 2234
235 Fairmont State University 0.8083 2 30775 34200 3425
236 University of Wisconsin-Stout 0.8072 3 39512 42000 2488
237 Northwest Missouri State University 0.8057 3 36417 38900 2483
238 Westmont College 0.8048 4 46085 48300 2215
239 Eastern Illinois University 0.8019 3 38729 41200 2471
240 Avila University 0.7994 3 39136 41600 2464
241 Duke University 0.7892 7 68893 76700 7807
242 Montana State University-Northern 0.7884 2 31932 35300 3368
243 University of Saint Mary 0.7875 3 37474 39900 2426
244 Wheelock College 0.7852 2 33041 36400 3359
245 Drexel University 0.7842 5 57588 61100 3512
246 Brenau University 0.7791 3 40200 42600 2400
247 Holy Names University 0.7786 4 47977 50100 2123
248 Stephen F Austin State University 0.7783 3 37303 39700 2397
249 Wartburg College 0.7768 3 40807 43200 2393
250 Clarkson University 0.7760 6 62434 68400 5966
251 Saint Mary's College 0.7702 4 43506 45600 2094
252 Lafayette College 0.7696 6 63874 69800 5926
253 Marymount University 0.7690 4 47510 49600 2090
254 Meredith College 0.7680 3 36035 38400 2365
255 San Diego State University 0.7663 4 46620 48700 2080
256 Rosemont College 0.7655 4 43723 45800 2077
257 Suffolk University 0.7637 4 47829 49900 2071
258 Chowan University 0.7624 2 32107 35400 3293
259 Saginaw Valley State University 0.7601 3 35460 37800 2340
260 Monmouth University 0.7586 4 48247 50300 2053
261 California State University-Northridge 0.7576 4 42150 44200 2050
262 Immaculata University 0.7569 4 46953 49000 2047
263 MacMurray College 0.7567 2 33424 36700 3276
264 Clarion University of Pennsylvania 0.7537 3 34880 37200 2320
265 Siena College 0.7518 5 51725 55100 3375
266 Stephens College 0.7480 2 27449 30700 3251
267 Northwestern Oklahoma State University 0.7379 3 33830 36100 2270
268 Temple University 0.7334 4 44535 46500 1965
269 West Texas A & M University 0.7296 3 37756 40000 2244
270 University of Wisconsin-Stevens Point 0.7271 3 37164 39400 2236
271 University of Nevada-Reno 0.7266 4 43559 45500 1941
272 Huntingdon College 0.7224 3 34879 37100 2221
273 Saint Joseph's University 0.7223 5 55250 58500 3250
274 Defiance College 0.7209 3 34783 37000 2217
275 Houston Baptist University 0.7188 3 41390 43600 2210
276 Winona State University 0.7120 3 39711 41900 2189
277 SUNY College of Environmental Science and Forestry 0.7104 4 42716 44600 1884
278 Western Illinois University 0.7103 3 38916 41100 2184
279 Watkins College of Art and Design 0.7065 2 26968 30100 3132
280 Kean University 0.7017 4 44946 46800 1854
281 Friends University 0.7014 3 39644 41800 2156
282 Barton College 0.7008 3 34346 36500 2154
283 Pfeiffer University 0.6945 3 35366 37500 2134
284 Cabrini College 0.6936 3 40569 42700 2131
285 Augustana College 0.6888 4 47791 49600 1809
286 Baldwin Wallace University 0.6817 4 42216 44000 1784
287 Wheeling Jesuit University 0.6799 3 41212 43300 2088
288 University of Missouri-Kansas City 0.6771 3 41021 43100 2079
289 University of South Carolina-Upstate 0.6743 3 34030 36100 2070
290 William Peace University 0.6733 2 32864 35900 3036
291 Plymouth State University 0.6680 3 35649 37700 2051
292 Walla Walla University 0.6669 4 44068 45800 1732
293 University of Wisconsin-La Crosse 0.6656 4 42372 44100 1728
294 University of San Francisco 0.6625 5 58002 61000 2998
295 Towson University 0.6555 4 47808 49500 1692
296 Concordia University-Portland 0.6552 3 39789 41800 2011
297 Virginia Intermont College 0.6548 2 31017 34000 2983
298 University of Wisconsin-Eau Claire 0.6526 3 41398 43400 2002
299 University of Oklahoma-Norman Campus 0.6522 4 44919 46600 1681
300 Culver-Stockton College 0.6519 3 34100 36100 2000
301 Adrian College 0.6467 3 34516 36500 1984
302 University of South Carolina-Aiken 0.6419 3 35031 37000 1969
303 Rhode Island College 0.6353 3 37652 39600 1948
304 Franklin and Marshall College 0.6347 5 51920 54800 2880
305 Texas Lutheran University 0.6346 3 41654 43600 1946
306 Bates College 0.6344 5 50621 53500 2879
307 LIU Post 0.6317 4 44391 46000 1609
308 Central College 0.6302 3 39268 41200 1932
309 Wofford College 0.6294 4 45199 46800 1601
310 Embry-Riddle Aeronautical University-Daytona Beach 0.6277 5 58049 60900 2851
311 Illinois State University 0.6275 4 43506 45100 1594
312 Averett University 0.6251 3 40384 42300 1916
313 University of Indianapolis 0.6221 3 39693 41600 1907
314 University of California-San Diego 0.6209 5 56778 59600 2822
315 Williams Baptist College 0.6159 2 29429 32300 2871
316 California Baptist University 0.6152 3 39915 41800 1885
317 The Master's College and Seminary 0.6121 3 39025 40900 1875
318 Alcorn State University 0.6081 2 27752 30600 2848
319 Oglethorpe University 0.6069 4 42378 43900 1522
320 Blackburn College 0.6062 3 36144 38000 1856
321 Moravian College 0.6045 4 48486 50000 1514
322 Southern Wesleyan University 0.5999 3 39463 41300 1837
323 Coppin State University 0.5994 3 35765 37600 1835
324 University of New England 0.5946 4 43321 44800 1479
325 Mercer University 0.5893 4 45140 46600 1460
326 Wellesley College 0.5849 5 54030 56700 2670
327 Hobart William Smith Colleges 0.5830 4 47162 48600 1438
328 Glenville State College 0.5828 2 28625 31400 2775
329 Oakland University 0.5801 3 40826 42600 1774
330 Bowling Green State University-Main Campus 0.5742 3 37244 39000 1756
331 Brigham Young University-Provo 0.5733 5 54779 57400 2621
332 Franklin College 0.5726 3 39249 41000 1751
333 Muskingum University 0.5712 3 37654 39400 1746
334 Dallas Baptist University 0.5704 3 40456 42200 1744
335 Neumann University 0.5699 3 39857 41600 1743
336 Buffalo State SUNY 0.5679 3 37164 38900 1736
337 Ohio Valley University 0.5679 2 31268 34000 2732
338 Stonehill College 0.5650 5 56214 58800 2586
339 West Liberty University 0.5623 2 30484 33200 2716
340 California University of Pennsylvania 0.5596 3 36390 38100 1710
341 Utica College 0.5546 4 43361 44700 1339
342 Springfield College 0.5545 4 43761 45100 1339
343 Kettering University 0.5542 7 68741 74900 6159
344 Harvey Mudd College 0.5535 7 72446 78600 6154
345 Converse College 0.5515 2 30715 33400 2685
346 Ripon College 0.5446 3 41137 42800 1663
347 Minnesota State University-Mankato 0.5415 3 41047 42700 1653
348 Truett-McConnell College 0.5362 2 29759 32400 2641
349 Howard Payne University 0.5325 3 35675 37300 1625
350 Delaware Valley College 0.5318 3 40577 42200 1623
351 Alice Lloyd College 0.5307 2 30775 33400 2625
352 Coe College 0.5277 4 42555 43800 1245
353 Daemen College 0.5247 3 41299 42900 1601
354 Monmouth College 0.5207 3 39112 40700 1588
355 Hanover College 0.5200 4 43182 44400 1218
356 The Richard Stockton College of New Jersey 0.5183 4 45588 46800 1212
357 Middlebury College 0.5171 5 51017 53400 2383
358 University of New Hampshire-Main Campus 0.5164 4 46095 47300 1205
359 University of Wisconsin-Whitewater 0.5158 3 39627 41200 1573
360 Columbia International University 0.5149 1 24975 29600 4625
361 Washington College 0.5103 4 47116 48300 1184
362 Roosevelt University 0.5092 4 43420 44600 1180
363 Colby-Sawyer College 0.5049 3 37062 38600 1538
364 Mount Mary University 0.4998 3 35478 37000 1522
365 Dominican College of Blauvelt 0.4993 4 49855 51000 1145
366 Framingham State University 0.4991 3 41680 43200 1520
367 Carthage College 0.4982 3 40883 42400 1517
368 University of Idaho 0.4967 3 38387 39900 1513
369 Denison University 0.4960 4 47466 48600 1134
370 Scripps College 0.4928 4 46078 47200 1122
371 Shenandoah University 0.4925 3 39101 40600 1499
372 Doane College-Crete 0.4883 3 40814 42300 1486
373 Holy Cross College 0.4875 3 34816 36300 1484
374 University of Oregon 0.4863 3 40120 41600 1480
375 Otterbein University 0.4824 3 39732 41200 1468
376 William Carey University 0.4820 2 31615 34100 2485
377 Southern Arkansas University Main Campus 0.4803 2 33420 35900 2480
378 Jacksonville State University 0.4799 2 32621 35100 2479
379 Rocky Mountain College 0.4745 3 36757 38200 1443
380 CUNY John Jay College of Criminal Justice 0.4733 4 42646 43700 1054
381 University of North Florida 0.4578 3 40210 41600 1390
382 Indiana University of Pennsylvania-Main Campus 0.4566 3 36613 38000 1387
383 Iowa Wesleyan College 0.4537 2 31697 34100 2403
384 Kentucky Wesleyan College 0.4535 3 35223 36600 1377
385 Hope College 0.4501 4 42327 43300 973
386 Armstrong Atlantic State University 0.4483 3 38040 39400 1360
387 The University of Tampa 0.4389 4 43466 44400 934
388 Judson University 0.4387 3 35670 37000 1330
389 University of Wisconsin-Green Bay 0.4370 3 38275 39600 1325
390 Stanford University 0.4360 8 78308 80900 2592
391 Champlain College 0.4351 3 39081 40400 1319
392 Indiana University-Bloomington 0.4349 4 44380 45300 920
393 Rhodes College 0.4301 4 49397 50300 903
394 Shorter University 0.4276 3 41705 43000 1295
395 Hamline University 0.4263 4 46010 46900 890
396 Christopher Newport University 0.4245 3 41114 42400 1286
397 University of Connecticut 0.4240 5 51910 53900 1990
398 La Roche College 0.4203 3 37428 38700 1272
399 Texas A & M University-Kingsville 0.4172 3 38437 39700 1263
400 University of Mary Hardin-Baylor 0.4162 3 40440 41700 1260
401 Carnegie Mellon University 0.4133 7 66829 72000 5171
402 Texas A & M University-Corpus Christi 0.4100 3 41160 42400 1240
403 Saint Ambrose University 0.4089 4 43971 44800 829
404 Trinity Christian College 0.4054 3 40174 41400 1226
405 Gordon State College 0.4035 2 27641 29900 2259
406 University of Nevada-Las Vegas 0.4028 4 42693 43500 807
407 Cedar Crest College 0.4026 4 44393 45200 807
408 Maryville University of Saint Louis 0.3998 4 43703 44500 797
409 University of Wisconsin-Oshkosh 0.3998 3 39292 40500 1208
410 Louisiana College 0.3985 3 38396 39600 1204
411 University of Wisconsin-River Falls 0.3985 3 38496 39700 1204
412 Eastern Nazarene College 0.3945 4 43621 44400 779
413 Bluffton University 0.3944 3 37109 38300 1191
414 Elmira College 0.3912 4 42833 43600 767
415 Tarleton State University 0.3905 3 39221 40400 1179
416 Haverford College 0.3900 5 53753 55600 1847
417 University of California-Los Angeles 0.3882 5 57361 59200 1839
418 Clark Atlanta University 0.3826 2 31502 33700 2198
419 St Thomas Aquinas College 0.3815 4 47267 48000 733
420 University of Arizona 0.3734 4 43696 44400 704
421 Western Michigan University 0.3728 4 41998 42700 702
422 Oklahoma Baptist University 0.3724 2 33131 35300 2169
423 Northwest Christian University 0.3715 3 37381 38500 1119
424 Capital University 0.3711 3 40282 41400 1118
425 The College of Saint Scholastica 0.3677 4 46815 47500 685
426 University of Nebraska at Kearney 0.3672 3 37694 38800 1106
427 Saint Gregory's University 0.3646 3 37103 38200 1097
428 Limestone College 0.3636 3 35006 36100 1094
429 Presbyterian College 0.3629 3 40208 41300 1092
430 SUNY at Fredonia 0.3621 3 39510 40600 1090
431 University of Hawaii at Manoa 0.3606 4 43640 44300 660
432 Wittenberg University 0.3606 4 42040 42700 660
433 University of California-Riverside 0.3605 4 48041 48700 659
434 Spalding University 0.3568 3 38927 40000 1073
435 American International College 0.3547 3 41334 42400 1066
436 University of Notre Dame 0.3541 6 66059 69400 3341
437 Eastern Connecticut State University 0.3539 3 41336 42400 1064
438 Virginia State University 0.3511 2 32292 34400 2108
439 Davis & Elkins College 0.3504 3 34847 35900 1053
440 Alvernia University 0.3499 3 41549 42600 1051
441 Grand View University 0.3493 3 38150 39200 1050
442 University of Illinois at Urbana-Champaign 0.3475 5 54933 56600 1667
443 Westminster College 0.3369 4 44923 45500 577
444 Luther College 0.3360 4 41926 42500 574
445 University of Northern Iowa 0.3335 3 40700 41700 1000
446 University of Wisconsin-Milwaukee 0.3328 3 41003 42000 997
447 Lycoming College 0.3305 3 41810 42800 990
448 Carlow University 0.3280 3 38917 39900 983
449 Bethel University 0.3275 4 43456 44000 544
450 Manchester University 0.3263 3 37023 38000 977
451 Centre College 0.3215 4 44477 45000 523
452 Manhattan College 0.3189 6 60478 63600 3122
453 Eckerd College 0.3187 3 39847 40800 953
454 Trinity International University-Illinois 0.3128 3 37265 38200 935
455 Marquette University 0.3123 5 54082 55600 1518
456 Hartwick College 0.3090 4 45621 46100 479
457 Franklin Pierce University 0.3064 3 37085 38000 915
458 Albion College 0.2993 4 44655 45100 445
459 Auburn University 0.2978 4 44960 45400 440
460 Oakwood University 0.2924 2 31761 33700 1939
461 Southwestern Oklahoma State University 0.2915 3 36132 37000 868
462 Midland University 0.2893 3 39239 40100 861
463 Bowdoin College 0.2892 5 53379 54800 1421
464 University of California-Irvine 0.2867 5 54390 55800 1410
465 Oregon Institute of Technology 0.2838 4 49709 50100 391
466 Juniata College 0.2818 4 44816 45200 384
467 Northeastern State University 0.2808 3 34166 35000 834
468 Charleston Southern University 0.2773 3 35277 36100 823
469 St Catherine University 0.2767 4 44934 45300 366
470 Roanoke Bible College 0.2765 2 25707 27600 1893
471 Molloy College 0.2751 5 56139 57500 1361
472 Emporia State University 0.2726 3 35092 35900 808
473 Wayland Baptist University 0.2701 3 40099 40900 801
474 Worcester Polytechnic Institute 0.2701 7 73433 77600 4167
475 Sam Houston State University 0.2659 3 40612 41400 788
476 The University of Findlay 0.2658 3 39813 40600 787
477 SUNY College at Geneseo 0.2644 4 46377 46700 323
478 University of Montevallo 0.2627 2 33247 35100 1853
479 Henderson State University 0.2566 2 33365 35200 1835
480 Hampden-Sydney College 0.2564 4 49905 50200 295
481 Assumption College 0.2563 5 51518 52800 1282
482 Johnson State College 0.2537 2 30373 32200 1827
483 Lees-McRae College 0.2510 3 33659 34400 741
484 University of South Alabama 0.2508 3 37560 38300 740
485 Roberts Wesleyan College 0.2445 3 41180 41900 720
486 Edinboro University of Pennsylvania 0.2422 2 32106 33900 1794
487 Saint Xavier University 0.2376 4 45071 45300 229
488 Kuyper College 0.2261 1 25061 29000 3939
489 Lewis & Clark College 0.2240 4 43219 43400 181
490 Regis University 0.2239 5 51955 53100 1145
491 San Jose State University 0.2234 5 53457 54600 1143
492 Wayne State University 0.2191 3 40860 41500 640
493 Marian University 0.2189 3 39060 39700 640
494 Lynchburg College 0.2182 3 40262 40900 638
495 Marist College 0.2161 5 53288 54400 1112
496 University of Wyoming 0.2160 4 46047 46200 153
497 SUNY College of Agriculture and Technology at Cobleskill 0.2155 2 33083 34800 1717
498 Mount Vernon Nazarene University 0.2138 3 38476 39100 624
499 Eastern Washington University 0.2136 3 39877 40500 623
500 Williams College 0.2115 5 57007 58100 1093
501 Northwest Technology Center-Alva 0.2095 3 37690 38300 610
502 Virginia Military Institute 0.2070 5 55526 56600 1074
503 Tuskegee University 0.2049 3 36504 37100 596
504 Longwood University 0.2037 3 40208 40800 592
505 Greensboro College 0.2026 3 34511 35100 589
506 Barnard College 0.2016 5 56349 57400 1051
507 Colorado School of Mines 0.2005 7 71021 74700 3679
508 Clemson University 0.2003 4 49302 49400 98
509 University of Mississippi 0.1965 3 40031 40600 569
510 Tusculum College 0.1862 3 39463 40000 537
511 St Mary's College of Maryland 0.1857 4 48153 48200 47
512 Catholic University of America 0.1847 5 53521 54500 979
513 Whittier College 0.1845 4 45057 45100 43
514 Furman University 0.1823 4 47465 47500 35
515 Western Oregon University 0.1813 3 37978 38500 522
516 Ball State University 0.1760 3 38495 39000 505
517 Rockhurst University 0.1743 4 47593 47600 7
518 Northwood University-Michigan 0.1740 4 44594 44600 6
519 South Carolina State University 0.1729 2 28806 30400 1594
520 American University 0.1682 5 54990 55900 910
521 Clearwater Christian College 0.1680 3 34220 34700 480
522 Concordia University-Ann Arbor 0.1658 3 38527 39000 473
523 Anna Maria College 0.1643 4 42428 42400 -28
524 George Washington University 0.1633 6 62346 64500 2154
525 Saint Louis University 0.1612 5 54320 55200 880
526 Morningside College 0.1611 3 35142 35600 458
527 Carroll University 0.1597 4 43644 43600 -44
528 Augsburg College 0.1583 4 44849 44800 -49
529 Medaille College 0.1582 3 37751 38200 449
530 Caldwell College 0.1537 4 46265 46200 -65
531 Pacific Lutheran University 0.1469 4 45989 45900 -89
532 Willamette University 0.1436 4 49300 49200 -100
533 University of Nebraska at Omaha 0.1421 3 41401 41800 399
534 The University of Texas at San Antonio 0.1419 4 44206 44100 -106
535 Baylor University 0.1403 4 49212 49100 -112
536 Our Lady of Holy Cross College 0.1401 3 38708 39100 392
537 SUNY College at Plattsburgh 0.1396 3 40209 40600 391
538 University of North Carolina School of the Arts 0.1390 2 29004 30500 1496
539 Concordia College at Moorhead 0.1375 3 40816 41200 384
540 Birmingham Southern College 0.1370 4 42023 41900 -123
541 Saint Mary's College of California 0.1363 5 58225 59000 775
542 Pine Manor College 0.1349 3 34324 34700 376
543 Union College 0.1332 2 31020 32500 1480
544 University of Missouri-Columbia 0.1328 4 46138 46000 -138
545 Cornell University 0.1319 7 67701 70900 3199
546 Murray State University 0.1316 3 35135 35500 365
547 University of Delaware 0.1299 5 53552 54300 748
548 University of San Diego 0.1294 5 55554 56300 746
549 SUNY College at Old Westbury 0.1288 4 43052 42900 -152
550 Art Academy of Cincinnati 0.1274 2 26437 27900 1463
551 Saint Norbert College 0.1235 4 45471 45300 -171
552 Austin College 0.1208 4 47780 47600 -180
553 Urbana University 0.1126 3 37194 37500 306
554 Western Washington University 0.1114 4 43413 43200 -213
555 St Mary's University 0.1109 4 46515 46300 -215
556 Park University 0.1087 4 44122 43900 -222
557 Saint Joseph's College-New York 0.1063 5 51152 51800 648
558 Lander University 0.1011 2 32513 33900 1387
559 Louisiana State University-Shreveport 0.1010 3 36431 36700 269
560 Harris-Stowe State University 0.0970 2 26525 27900 1375
561 Capitol College 0.0931 5 58307 58900 593
562 The University of Tennessee-Knoxville 0.0930 4 42577 42300 -277
563 Wesleyan College 0.0925 3 36857 37100 243
564 Ursinus College 0.0918 5 50913 51500 587
565 Fresno Pacific University 0.0871 3 39474 39700 226
566 The College of New Jersey 0.0839 5 56246 56800 554
567 Trevecca Nazarene University 0.0830 3 39287 39500 213
568 Shepherd University 0.0808 3 38294 38500 206
569 University of Southern California 0.0793 6 64469 66100 1631
570 Hardin-Simmons University 0.0788 3 38400 38600 200
571 Albany State University 0.0748 2 31389 32700 1311
572 Amherst College 0.0569 5 56360 56800 440
573 Bethany Lutheran College 0.0558 2 32743 34000 1257
574 The University of Texas at Tyler 0.0549 4 42011 41600 -411
575 CUNY Lehman College 0.0545 4 41912 41500 -412
576 Memphis College of Art 0.0514 2 25456 26700 1244
577 Ouachita Baptist University 0.0511 3 37387 37500 113
578 Missouri University of Science and Technology 0.0504 6 64049 65500 1451
579 New Jersey City University 0.0482 3 41796 41900 104
580 Norfolk State University 0.0472 2 33168 34400 1232
581 Newman University 0.0435 4 42351 41900 -451
582 University of Dayton 0.0398 5 51933 52300 367
583 Lawrence University 0.0379 4 43270 42800 -470
584 Augustana College 0.0371 4 43073 42600 -473
585 Midwestern State University 0.0358 3 38435 38500 65
586 Lakeland College 0.0349 3 39838 39900 62
587 The University of Alabama 0.0345 4 42882 42400 -482
588 Purdue University-Main Campus 0.0318 5 52267 52600 333
589 Alabama State University 0.0301 2 26617 27800 1183
590 Lake Forest College 0.0298 4 48599 48100 -499
591 College of Saint Benedict 0.0276 4 48106 47600 -506
592 Columbus State University 0.0256 3 36067 36100 33
593 Southeastern Oklahoma State University 0.0208 3 34283 34300 17
594 University of Michigan-Ann Arbor 0.0199 5 57617 57900 283
595 Southwestern University 0.0163 4 47746 47200 -546
596 New Jersey Institute of Technology 0.0160 6 64063 65300 1237
597 Kennesaw State University 0.0155 4 41848 41300 -548
598 Stetson University 0.0098 4 43168 42600 -568
599 College of Mount St Joseph 0.0067 3 39927 39900 -27
600 Portland State University 0.0055 4 43384 42800 -584
601 East Central University 0.0054 2 33389 34500 1111
602 Fitchburg State University 0.0048 4 42686 42100 -586
603 Ferrum College 0.0028 3 36539 36500 -39
604 Dartmouth College 0.0024 6 65947 67100 1153
605 Tufts University 0.0020 6 66650 67800 1150
606 SUNY College at Oswego 0.0010 3 40745 40700 -45
607 Northeastern Illinois University 0.0006 3 36046 36000 -46
608 Seattle University -0.0011 5 55005 55200 195
609 University of Southern Maine -0.0011 3 36551 36500 -51
610 Brevard College -0.0043 2 30016 31100 1084
611 Arizona State University-Tempe -0.0070 4 45827 45200 -627
612 Georgia Southwestern State University -0.0097 3 36478 36400 -78
613 Minnesota State University-Moorhead -0.0099 3 37079 37000 -79
614 Hastings College -0.0106 3 40481 40400 -81
615 Georgia Institute of Technology-Main Campus -0.0127 7 71815 74000 2185
616 Cornell College -0.0171 4 42563 41900 -663
617 University of St Thomas -0.0172 5 54174 54300 126
618 Michigan Technological University -0.0173 6 59070 60100 1030
619 Loyola University Maryland -0.0185 6 61077 62100 1023
620 Fort Hays State University -0.0189 3 37507 37400 -107
621 College of Charleston -0.0191 3 39808 39700 -108
622 State University of New York at New Paltz -0.0209 4 46676 46000 -676
623 Baptist Bible College & Seminary of Pennsylvania -0.0221 2 28968 30000 1032
624 Olivet College -0.0236 2 33072 34100 1028
625 Roger Williams University -0.0237 4 47886 47200 -686
626 Louisiana State University and Agricultural & Mechanical College -0.0241 4 46587 45900 -687
627 Macalester College -0.0269 4 46397 45700 -697
628 Viterbo University -0.0324 3 41250 41100 -150
629 Bradley University -0.0344 5 52346 52400 54
630 The College of Saint Rose -0.0350 4 43425 42700 -725
631 Mississippi College -0.0368 3 38363 38200 -163
632 Trinity College -0.0368 5 56056 56100 44
633 Saint Michael's College -0.0372 4 47033 46300 -733
634 Clayton State University -0.0373 3 38665 38500 -165
635 Concordia University-Wisconsin -0.0378 3 40867 40700 -167
636 Kansas Wesleyan University -0.0389 3 36770 36600 -170
637 Case Western Reserve University -0.0395 6 66108 67000 892
638 Cazenovia College -0.0420 2 30925 31900 975
639 University of Miami -0.0432 5 52383 52400 17
640 Concordia University-Nebraska -0.0447 3 36788 36600 -188
641 Bryan College-Dayton -0.0454 3 35691 35500 -191
642 University of Wisconsin-Parkside -0.0455 3 37091 36900 -191
643 Claremont McKenna College -0.0475 6 62758 63600 842
644 Kansas State University -0.0478 4 44070 43300 -770
645 Trinity Baptist College -0.0485 2 25744 26700 956
646 Valdosta State University -0.0486 3 38201 38000 -201
647 University of Arkansas at Pine Bluff -0.0525 2 26455 27400 945
648 University of Alabama at Birmingham -0.0534 3 40515 40300 -215
649 Emerson College -0.0554 4 45597 44800 -797
650 Carroll College -0.0569 4 44802 44000 -802
651 South Dakota State University -0.0577 3 40829 40600 -229
652 University of Minnesota-Duluth -0.0588 4 44109 43300 -809
653 University of Minnesota-Crookston -0.0598 3 40136 39900 -236
654 Clarke University -0.0609 3 41139 40900 -239
655 Southern Vermont College -0.0610 3 35040 34800 -240
656 University of St Thomas -0.0624 4 49621 48800 -821
657 Wesleyan University -0.0632 5 50968 50900 -68
658 Black Hills State University -0.0662 3 34656 34400 -256
659 Morgan State University -0.0705 3 39969 39700 -269
660 Adams State University -0.0719 2 32311 33200 889
661 Simpson University -0.0730 3 33977 33700 -277
662 Princeton University -0.0740 8 76081 75100 -981
663 Iona College -0.0748 5 52817 52700 -117
664 Oregon State University -0.0750 4 47265 46400 -865
665 DeSales University -0.0751 4 49166 48300 -866
666 St John's University-New York -0.0761 5 54222 54100 -122
667 Tougaloo College -0.0802 2 28635 29500 865
668 Central Michigan University -0.0825 3 40307 40000 -307
669 CUNY Queens College -0.0835 4 48895 48000 -895
670 University of Washington-Seattle Campus -0.0836 5 52254 52100 -154
671 Fisk University -0.0852 3 34115 33800 -315
672 William Paterson University of New Jersey -0.0859 4 45204 44300 -904
673 Bellarmine University -0.0877 4 45810 44900 -910
674 Centenary College -0.0880 4 42511 41600 -911
675 Albertus Magnus College -0.0911 5 52386 52200 -186
676 Massachusetts College of Art and Design -0.0912 3 34335 34000 -335
677 North Park University -0.0956 4 42337 41400 -937
678 Florida Atlantic University -0.0962 4 42340 41400 -940
679 Bryn Mawr College -0.0968 5 50610 50400 -210
680 Castleton State College -0.0973 3 34953 34600 -353
681 Virginia Wesleyan College -0.0984 3 38457 38100 -357
682 Hannibal-LaGrange University -0.0998 3 34261 33900 -361
683 East Texas Baptist University -0.1040 3 37075 36700 -375
684 Georgia College and State University -0.1106 3 38895 38500 -395
685 Lasell College -0.1114 4 41893 40900 -993
686 University of the Incarnate Word -0.1142 4 43703 42700 -1003
687 University of South Florida-Main Campus -0.1156 4 42708 41700 -1008
688 Briar Cliff University -0.1215 3 39030 38600 -430
689 Drew University -0.1250 5 51229 50900 -329
690 Montana State University-Billings -0.1259 2 31767 32500 733
691 Bluefield State College -0.1299 2 28679 29400 721
692 University of Puget Sound -0.1314 5 51856 51500 -356
693 Texas State University -0.1330 4 44768 43700 -1068
694 Gannon University -0.1345 4 47274 46200 -1074
695 Winthrop University -0.1376 3 36580 36100 -480
696 University of Massachusetts-Boston -0.1400 4 46893 45800 -1093
697 Edgewood College -0.1407 3 41390 40900 -490
698 Endicott College -0.1466 4 43916 42800 -1116
699 Wells College -0.1490 3 34116 33600 -516
700 Lake Erie College -0.1502 2 32737 33400 663
701 Keene State College -0.1503 3 40420 39900 -520
702 Tennessee State University -0.1508 3 36322 35800 -522
703 CUNY Hunter College -0.1510 4 45931 44800 -1131
704 University of Mount Union -0.1523 3 41326 40800 -526
705 Worcester State University -0.1534 4 44840 43700 -1140
706 University of West Alabama -0.1562 2 33154 33800 646
707 CUNY Bernard M Baruch College -0.1571 5 54465 54000 -465
708 Saint Cloud State University -0.1580 3 41344 40800 -544
709 Thomas College -0.1583 3 37145 36600 -545
710 Fontbonne University -0.1599 3 40750 40200 -550
711 Transylvania University -0.1608 3 41653 41100 -553
712 University at Buffalo -0.1617 5 50184 49700 -484
713 Adelphi University -0.1633 5 51091 50600 -491
714 University of Denver -0.1642 5 51894 51400 -494
715 University of California-Santa Cruz -0.1656 4 45783 44600 -1183
716 Texas Tech University -0.1671 4 47288 46100 -1188
717 Marywood University -0.1689 3 38578 38000 -578
718 Concordia University-Texas -0.1711 4 42202 41000 -1202
719 Ashland University -0.1737 3 39794 39200 -594
720 Freed-Hardeman University -0.1779 3 37607 37000 -607
721 Guilford College -0.1808 3 39116 38500 -616
722 Southern Illinois University-Carbondale -0.1813 4 42738 41500 -1238
723 Johnson University -0.1842 2 28835 29400 565
724 Seton Hall University -0.1900 5 53903 53300 -603
725 Colorado State University-Fort Collins -0.1909 4 45571 44300 -1271
726 University of Wisconsin-Superior -0.1914 3 36249 35600 -649
727 University of Alabama in Huntsville -0.1946 4 47884 46600 -1284
728 SUNY College at Potsdam -0.1961 3 38664 38000 -664
729 St Olaf College -0.1981 4 46097 44800 -1297
730 Chicago State University -0.1988 3 34873 34200 -673
731 Rider University -0.1992 4 49400 48100 -1300
732 Aurora University -0.1998 4 42802 41500 -1302
733 Xavier University -0.2006 4 50105 48800 -1305
734 Heidelberg University -0.2043 3 38690 38000 -690
735 Bemidji State University -0.2081 3 38002 37300 -702
736 Indiana University-Northwest -0.2119 3 36613 35900 -713
737 The College of Idaho -0.2125 3 39615 38900 -715
738 University of South Dakota -0.2127 3 40216 39500 -716
739 Bard College at Simon's Rock -0.2164 3 38928 38200 -728
740 University of Kansas -0.2189 4 45969 44600 -1369
741 Truman State University -0.2202 4 44074 42700 -1374
742 SUNY at Purchase College -0.2238 3 35451 34700 -751
743 University of Maryland-Baltimore County -0.2242 5 54248 53500 -748
744 University of South Carolina-Columbia -0.2305 4 43510 42100 -1410
745 Harding University -0.2336 3 39382 38600 -782
746 Sterling College -0.2362 2 31685 32100 415
747 Emmaus Bible College -0.2395 2 26994 27400 406
748 Marian University -0.2403 3 41203 40400 -803
749 Saint John Fisher College -0.2443 4 46258 44800 -1458
750 North Central College -0.2459 4 47164 45700 -1464
751 Saint Johns University -0.2486 5 56751 55900 -851
752 Dominican University of California -0.2507 5 52260 51400 -860
753 Southwestern College -0.2507 4 45681 44200 -1481
754 Ohio University-Main Campus -0.2523 3 40341 39500 -841
755 University of Arkansas at Little Rock -0.2532 3 35643 34800 -843
756 Vanderbilt University -0.2539 6 61342 60900 -442
757 Rockford University -0.2542 3 39947 39100 -847
758 Westminster College -0.2616 4 43019 41500 -1519
759 University of Pittsburgh-Pittsburgh Campus -0.2635 4 49726 48200 -1526
760 Western Kentucky University -0.2643 3 35478 34600 -878
761 Northwestern University -0.2664 6 64620 64100 -520
762 Valley City State University -0.2675 3 37588 36700 -888
763 Northwest University -0.2678 3 41089 40200 -889
764 University of Dallas -0.2719 4 46755 45200 -1555
765 SUNY College of Technology at Delhi -0.2730 3 35506 34600 -906
766 North Carolina Wesleyan College -0.2748 3 36811 35900 -911
767 University of Maine at Farmington -0.2754 2 32898 33200 302
768 New Mexico Institute of Mining and Technology -0.2761 5 53767 52800 -967
769 Brigham Young University-Idaho -0.2780 3 39921 39000 -921
770 Robert Morris University -0.2836 4 46496 44900 -1596
771 Paul Quinn College -0.2839 2 29222 29500 278
772 Northwestern State University of Louisiana -0.2907 3 35961 35000 -961
773 Louisiana Tech University -0.2953 4 42737 41100 -1637
774 Multnomah University -0.2962 2 31158 31400 242
775 Boston College -0.2979 7 66815 67000 185
776 Silver Lake College of the Holy Family -0.3001 3 39091 38100 -991
777 Lancaster Bible College -0.3008 2 30171 30400 229
778 Whitworth University -0.3027 4 42863 41200 -1663
779 Salem State University -0.3035 4 42065 40400 -1665
780 Delta State University -0.3109 3 34825 33800 -1025
781 Ohio Dominican University -0.3119 3 40528 39500 -1028
782 Judson College -0.3121 2 30504 30700 196
783 Northeastern University -0.3125 6 60906 60100 -806
784 Benedictine University -0.3179 5 52144 51000 -1144
785 Hampton University -0.3191 4 43920 42200 -1720
786 Central Methodist University-College of Liberal Arts and Sciences -0.3193 3 34451 33400 -1051
787 Winston-Salem State University -0.3215 3 34358 33300 -1058
788 Indiana University-Southeast -0.3226 3 35061 34000 -1061
789 University of Minnesota-Morris -0.3257 3 39871 38800 -1071
790 Southwestern Adventist University -0.3287 3 38981 37900 -1081
791 Santa Clara University -0.3291 7 67733 67700 -33
792 Georgia State University -0.3295 4 43256 41500 -1756
793 Abilene Christian University -0.3299 3 41284 40200 -1084
794 Columbia University in the City of New York -0.3299 8 75673 72900 -2773
795 Green Mountain College -0.3314 2 30459 30600 141
796 Eastern Kentucky University -0.3335 3 34195 33100 -1095
797 University of Saint Francis-Fort Wayne -0.3384 3 41111 40000 -1111
798 Indiana State University -0.3413 3 37120 36000 -1120
799 Brescia University -0.3414 3 37921 36800 -1121
800 Vermont Technical College -0.3422 4 46001 44200 -1801
801 University of Kentucky -0.3433 4 43305 41500 -1805
802 Canisius College -0.3434 4 47505 45700 -1805
803 Southeast Missouri State University -0.3444 3 37130 36000 -1130
804 Lincoln Memorial University -0.3462 3 38636 37500 -1136
805 University of Houston -0.3495 4 50126 48300 -1826
806 Kalamazoo College -0.3503 5 50681 49400 -1281
807 Milwaukee School of Engineering -0.3512 6 66747 65700 -1047
808 Emmanuel College -0.3519 3 34053 32900 -1153
809 Faith Baptist Bible College and Theological Seminary -0.3563 2 28031 28100 69
810 Farmingdale State College -0.3566 4 47451 45600 -1851
811 The University of Tennessee-Chattanooga -0.3597 3 37678 36500 -1178
812 Boston University -0.3612 6 61709 60600 -1109
813 Marshall University -0.3649 3 36294 35100 -1194
814 Northern Michigan University -0.3650 3 35994 34800 -1194
815 University of Southern Indiana -0.3717 3 36715 35500 -1215
816 Ohio Christian University -0.3718 3 34016 32800 -1216
817 Northern Arizona University -0.3721 3 40017 38800 -1217
818 University of North Dakota -0.3734 4 48510 46600 -1910
819 University of Mary Washington -0.3759 4 49319 47400 -1919
820 University of North Carolina at Pembroke -0.3770 3 34632 33400 -1232
821 Mount Mercy University -0.3803 4 45134 43200 -1934
822 University of North Carolina at Greensboro -0.3834 3 38252 37000 -1252
823 Georgia Southern University -0.3856 3 40559 39300 -1259
824 Saint Vincent College -0.3865 4 46156 44200 -1956
825 Stony Brook University -0.3897 5 56947 55500 -1447
826 The University of Tennessee-Martin -0.3906 3 36075 34800 -1275
827 Missouri Valley College -0.3908 3 34676 33400 -1276
828 Newberry College -0.3923 2 33335 33300 -35
829 Florida State University -0.3997 4 46002 44000 -2002
830 Le Moyne College -0.4000 5 50291 48800 -1491
831 Point Park University -0.4011 3 39208 37900 -1308
832 The University of Texas at Arlington -0.4053 4 48422 46400 -2022
833 New England College -0.4055 3 36922 35600 -1322
834 Oklahoma State University-Main Campus -0.4073 4 45429 43400 -2029
835 University of Maine at Presque Isle -0.4075 2 27278 27200 -78
836 Chaminade University of Honolulu -0.4119 3 38642 37300 -1342
837 Valparaiso University -0.4122 4 50146 48100 -2046
838 Grinnell College -0.4184 4 47668 45600 -2068
839 Angelo State University -0.4185 3 39363 38000 -1363
840 Western Connecticut State University -0.4188 4 45369 43300 -2069
841 Hollins University -0.4216 3 38372 37000 -1372
842 Lewis-Clark State College -0.4227 2 32822 32700 -122
843 University of Missouri-St Louis -0.4255 3 41785 40400 -1385
844 University of Massachusetts-Amherst -0.4262 5 51201 49600 -1601
845 McNeese State University -0.4296 3 38198 36800 -1398
846 Southern Connecticut State University -0.4318 4 43815 41700 -2115
847 San Francisco State University -0.4322 4 49016 46900 -2116
848 Grace University -0.4338 3 34811 33400 -1411
849 Virginia Commonwealth University -0.4348 4 43925 41800 -2125
850 Niagara University -0.4356 4 46128 44000 -2128
851 Roanoke College -0.4402 4 44644 42500 -2144
852 Curry College -0.4421 4 45751 43600 -2151
853 Hofstra University -0.4441 5 54877 53200 -1677
854 SUNY College at Brockport -0.4444 4 42259 40100 -2159
855 Dakota State University -0.4468 3 38852 37400 -1452
856 Auburn University at Montgomery -0.4476 3 36254 34800 -1454
857 The University of Texas at Austin -0.4477 5 54492 52800 -1692
858 University of Central Arkansas -0.4513 3 38566 37100 -1466
859 Montana State University -0.4514 4 41883 39700 -2183
860 The University of Virginia's College at Wise -0.4581 3 37987 36500 -1487
861 New York University -0.4606 6 60528 58800 -1728
862 Schreiner University -0.4631 3 38203 36700 -1503
863 The Evergreen State College -0.4632 2 32039 31800 -239
864 George Fox University -0.4673 4 45539 43300 -2239
865 Saint Martin's University -0.4710 4 49652 47400 -2252
866 Lawrence Technological University -0.4738 5 55502 53700 -1802
867 Southwest Minnesota State University -0.4768 3 37146 35600 -1546
868 Pittsburg State University -0.4771 3 39747 38200 -1547
869 University of North Alabama -0.4780 3 37850 36300 -1550
870 College of William and Mary -0.4803 5 58230 56400 -1830
871 Eastern Michigan University -0.4809 3 38859 37300 -1559
872 University of Florida -0.4823 5 53138 51300 -1838
873 Lake Superior State University -0.4829 3 37265 35700 -1565
874 Queens University of Charlotte -0.4834 3 40167 38600 -1567
875 The University of West Florida -0.4867 3 37877 36300 -1577
876 Mount Saint Mary College -0.4934 4 49930 47600 -2330
877 Pacific University -0.4983 4 44647 42300 -2347
878 DePaul University -0.5003 5 52814 50900 -1914
879 Western State Colorado University -0.5012 3 38123 36500 -1623
880 Fort Lewis College -0.5013 3 35623 34000 -1623
881 Wichita State University -0.5016 3 40924 39300 -1624
882 Colorado Mesa University -0.5033 3 36229 34600 -1629
883 King University -0.5041 4 42068 39700 -2368
884 Life Bible College -0.5053 2 31560 31200 -360
885 Concord University -0.5055 3 34536 32900 -1636
886 William Woods University -0.5084 3 35845 34200 -1645
887 Savannah College of Art and Design -0.5087 3 37046 35400 -1646
888 Grand Valley State University -0.5098 3 40749 39100 -1649
889 Indiana University-Kokomo -0.5113 3 35254 33600 -1654
890 Saint Edward's University -0.5119 4 47095 44700 -2395
891 Iowa State University -0.5134 4 49600 47200 -2400
892 Erskine College -0.5187 3 37677 36000 -1677
893 Thiel College -0.5262 3 38901 37200 -1701
894 Mary Baldwin College -0.5312 3 38517 36800 -1717
895 Jackson State University -0.5328 2 29939 29500 -439
896 Asbury University -0.5332 3 35823 34100 -1723
897 University of Wisconsin-Platteville -0.5349 4 46475 44000 -2475
898 University of Central Missouri -0.5357 3 38331 36600 -1731
899 The College of Wooster -0.5365 4 46881 44400 -2481
900 Gonzaga University -0.5368 5 54869 52800 -2069
901 San Diego Christian College -0.5372 3 36136 34400 -1736
902 Southern Methodist University -0.5374 5 54271 52200 -2071
903 Lamar University -0.5384 3 40539 38800 -1739
904 Fairleigh Dickinson University-Metropolitan Campus -0.5389 4 49290 46800 -2490
905 William Jewell College -0.5393 4 42791 40300 -2491
906 Pacific Union College -0.5398 5 50681 48600 -2081
907 Anderson University -0.5402 3 37645 35900 -1745
908 York College -0.5412 3 34048 32300 -1748
909 Indiana University-South Bend -0.5462 3 35564 33800 -1764
910 College of the Ozarks -0.5471 2 32181 31700 -481
911 Houghton College -0.5505 3 40977 39200 -1777
912 Hampshire College -0.5514 2 31293 30800 -493
913 Northern Illinois University -0.5545 4 46444 43900 -2544
914 Sacred Heart University -0.5597 5 56265 54100 -2165
915 Morehead State University -0.5599 2 32318 31800 -518
916 University of Colorado Colorado Springs -0.5616 4 43769 41200 -2569
917 Huntington University -0.5629 3 37316 35500 -1816
918 Milligan College -0.5642 3 38220 36400 -1820
919 Mount Ida College -0.5650 3 36523 34700 -1823
920 Eureka College -0.5661 3 39126 37300 -1826
921 Coker College -0.5692 3 34636 32800 -1836
922 Saint Mary's University of Minnesota -0.5707 4 44201 41600 -2601
923 University of Virginia-Main Campus -0.5726 6 61024 58600 -2424
924 Kenyon College -0.5767 4 46322 43700 -2622
925 Gordon College -0.5780 4 44226 41600 -2626
926 Bennington College -0.5794 1 24475 26500 2025
927 University of New Haven -0.5803 5 51152 48900 -2252
928 Illinois Institute of Technology -0.5805 7 69996 68200 -1796
929 University of Arkansas -0.5830 4 46244 43600 -2644
930 University of Mobile -0.5882 3 39696 37800 -1896
931 Campbellsville University -0.5891 3 33999 32100 -1899
932 Carson-Newman University -0.5905 3 37303 35400 -1903
933 Washington University in St Louis -0.5934 6 64854 62300 -2554
934 Dordt College -0.6002 3 40334 38400 -1934
935 Notre Dame College -0.6052 4 41922 39200 -2722
936 University of Mary -0.6076 4 48430 45700 -2730
937 Lyon College -0.6081 3 39158 37200 -1958
938 Austin Peay State University -0.6096 3 36663 34700 -1963
939 St Bonaventure University -0.6105 4 47940 45200 -2740
940 Eastern New Mexico University-Main Campus -0.6124 2 30869 30200 -669
941 Marymount Manhattan College -0.6166 3 41485 39500 -1985
942 Lewis University -0.6171 4 49864 47100 -2764
943 Elizabeth City State University -0.6178 2 30784 30100 -684
944 Fayetteville State University -0.6239 2 31802 31100 -702
945 Bethel College-North Newton -0.6248 3 39411 37400 -2011
946 Sweet Briar College -0.6258 3 40614 38600 -2014
947 Hood College -0.6265 4 45896 43100 -2796
948 Methodist University -0.6285 3 41622 39600 -2022
949 University of Portland -0.6315 5 54168 51700 -2468
950 Barclay College -0.6319 1 24899 26800 1901
951 CUNY City College -0.6331 4 47320 44500 -2820
952 North Dakota State University-Main Campus -0.6346 4 49125 46300 -2825
953 East Carolina University -0.6377 4 42035 39200 -2835
954 North Carolina Central University -0.6382 2 32343 31600 -743
955 Florida Southern College -0.6382 3 39653 37600 -2053
956 Campbell University -0.6407 4 45746 42900 -2846
957 Southern Oregon University -0.6412 3 39362 37300 -2062
958 Sonoma State University -0.6434 4 48456 45600 -2856
959 Lourdes University -0.6529 3 38099 36000 -2099
960 Palm Beach Atlantic University -0.6550 3 40206 38100 -2106
961 Knox College -0.6553 4 44497 41600 -2897
962 College of Staten Island CUNY -0.6554 4 44498 41600 -2898
963 Mount St Mary's University -0.6568 5 52875 50300 -2575
964 Mississippi State University -0.6571 4 42504 39600 -2904
965 Vanguard University of Southern California -0.6602 3 40922 38800 -2122
966 Nazareth College -0.6614 4 46818 43900 -2918
967 Emory & Henry College -0.6637 3 41733 39600 -2133
968 Agnes Scott College -0.6652 3 41538 39400 -2138
969 University of North Carolina at Chapel Hill -0.6662 5 53015 50400 -2615
970 Texas A & M University-College Station -0.6663 5 55515 52900 -2615
971 Indiana Wesleyan University -0.6667 4 48937 46000 -2937
972 Merrimack College -0.6668 5 58018 55400 -2618
973 Southern New Hampshire University -0.6676 4 44740 41800 -2940
974 Hawaii Pacific University -0.6690 4 46345 43400 -2945
975 Eastern University -0.6723 4 45757 42800 -2957
976 University of North Carolina at Charlotte -0.6751 4 44666 41700 -2966
977 Humboldt State University -0.6761 3 38372 36200 -2172
978 University of the Cumberlands -0.6777 3 35477 33300 -2177
979 University of Maryland-College Park -0.6838 6 62216 59100 -3116
980 Mount Aloysius College -0.6902 3 38816 36600 -2216
981 Bloomfield College -0.6913 3 41220 39000 -2220
982 Central Connecticut State University -0.6941 4 46733 43700 -3033
983 St Francis College -0.6946 5 51735 49000 -2735
984 Kentucky Christian University -0.6958 2 28909 28000 -909
985 Trinity University -0.6990 5 55954 53200 -2754
986 Walsh University -0.6999 4 44853 41800 -3053
987 Covenant College -0.7057 4 42874 39800 -3074
988 Rivier University -0.7057 4 45874 42800 -3074
989 Corcoran College of Art and Design -0.7071 3 36369 34100 -2269
990 Catawba College -0.7083 3 38873 36600 -2273
991 University of North Carolina Wilmington -0.7117 3 40984 38700 -2284
992 Keystone College -0.7122 3 33685 31400 -2285
993 Paine College -0.7125 2 26857 25900 -957
994 Bridgewater State University -0.7167 4 44612 41500 -3112
995 Claflin University -0.7174 2 28472 27500 -972
996 Tennessee Wesleyan College -0.7196 3 37608 35300 -2308
997 Kent State University at Kent -0.7212 3 38914 36600 -2314
998 Indiana University-Purdue University-Indianapolis -0.7249 3 41425 39100 -2325
999 Johns Hopkins University -0.7276 7 72028 69200 -2828
1000 MidAmerica Nazarene University -0.7278 4 42251 39100 -3151
1001 Eastern Mennonite University -0.7351 4 42677 39500 -3177
1002 Grace College and Theological Seminary -0.7370 3 35563 33200 -2363
1003 Oberlin College -0.7377 3 40765 38400 -2365
1004 Maranatha Baptist Bible College Inc -0.7395 2 33035 32000 -1035
1005 Rochester Institute of Technology -0.7400 6 60366 56900 -3466
1006 University of Nebraska-Lincoln -0.7424 4 47002 43800 -3202
1007 High Point University -0.7444 3 39886 37500 -2386
1008 Goshen College -0.7466 3 38693 36300 -2393
1009 University of Jamestown -0.7481 3 40998 38600 -2398
1010 Southern Adventist University -0.7488 3 40900 38500 -2400
1011 Buena Vista University -0.7559 3 40523 38100 -2423
1012 Goucher College -0.7559 4 48749 45500 -3249
1013 Wilmington College -0.7569 3 41426 39000 -2426
1014 Metropolitan State University of Denver -0.7594 3 41034 38600 -2434
1015 Rollins College -0.7600 4 45464 42200 -3264
1016 CUNY Brooklyn College -0.7614 4 47769 44500 -3269
1017 Pennsylvania State University-Main Campus -0.7629 5 50524 47500 -3024
1018 The Sage Colleges -0.7634 4 42576 39300 -3276
1019 Troy University -0.7658 3 39054 36600 -2454
1020 Saint Leo University -0.7721 4 45906 42600 -3306
1021 Francis Marion University -0.7739 3 34779 32300 -2479
1022 University of Louisiana at Lafayette -0.7779 3 40392 37900 -2492
1023 Howard University -0.7852 4 49852 46500 -3352
1024 Messiah College -0.7876 4 44760 41400 -3360
1025 Alfred University -0.7922 4 45676 42300 -3376
1026 University of Sioux Falls -0.7994 3 39459 36900 -2559
1027 Dillard University -0.8047 3 36576 34000 -2576
1028 Randolph-Macon College -0.8055 4 49123 45700 -3423
1029 Coastal Carolina University -0.8069 3 38783 36200 -2583
1030 Old Dominion University -0.8081 4 46732 43300 -3432
1031 Brown University -0.8090 6 63595 59700 -3895
1032 Northwestern College -0.8123 3 38800 36200 -2600
1033 Anderson University -0.8127 3 35401 32800 -2601
1034 North Greenville University -0.8163 2 32457 31200 -1257
1035 St Lawrence University -0.8261 4 48995 45500 -3495
1036 Minot State University -0.8273 3 39847 37200 -2647
1037 Fort Valley State University -0.8301 2 30196 28900 -1296
1038 Emmanuel College -0.8371 4 45934 42400 -3534
1039 Oak Hills Christian College -0.8431 1 24101 25500 1399
1040 University of Massachusetts-Lowell -0.8458 5 52274 48900 -3374
1041 Emory University -0.8479 6 63137 59000 -4137
1042 The College of New Rochelle -0.8492 3 40116 37400 -2716
1043 Cumberland University -0.8494 3 37716 35000 -2716
1044 Dominican University -0.8507 4 47981 44400 -3581
1045 Middle Georgia State College -0.8529 3 34127 31400 -2727
1046 Southeastern Louisiana University -0.8534 3 38129 35400 -2729
1047 Salem College -0.8587 3 35946 33200 -2746
1048 Southern Polytechnic State University -0.8592 5 55830 52400 -3430
1049 Northern State University -0.8607 3 35952 33200 -2752
1050 Florida International University -0.8631 4 48725 45100 -3625
1051 Andrews University -0.8637 3 38761 36000 -2761
1052 The University of Texas at Dallas -0.8668 5 52962 49500 -3462
1053 Geneva College -0.8676 3 40273 37500 -2773
1054 Centenary College of Louisiana -0.8697 4 42948 39300 -3648
1055 Loyola University Chicago -0.8704 5 54077 50600 -3477
1056 University of New Orleans -0.8709 3 41184 38400 -2784
1057 University of Maine at Machias -0.8723 2 28418 27000 -1418
1058 Lipscomb University -0.8728 3 41790 39000 -2790
1059 Southern Illinois University-Edwardsville -0.8754 4 43468 39800 -3668
1060 Greenville College -0.8823 3 40520 37700 -2820
1061 Boise State University -0.8841 3 38125 35300 -2825
1062 University of Hartford -0.8895 4 49617 45900 -3717
1063 Lindenwood University -0.8945 4 43435 39700 -3735
1064 University of Maine -0.8961 3 41563 38700 -2863
1065 Fordham University -0.9100 6 59924 55400 -4524
1066 Graceland University-Lamoni -0.9109 3 39510 36600 -2910
1067 Northpoint Bible College -0.9129 2 26535 25000 -1535
1068 University of Northern Colorado -0.9134 4 42801 39000 -3801
1069 South Dakota School of Mines and Technology -0.9177 5 55977 52300 -3677
1070 Colorado College -0.9180 4 44917 41100 -3817
1071 University of California-Berkeley -0.9207 7 66882 62700 -4182
1072 University of Dubuque -0.9247 3 39853 36900 -2953
1073 Brandeis University -0.9249 6 63416 58800 -4616
1074 University of Science and Arts of Oklahoma -0.9346 2 32298 30700 -1598
1075 Belmont Abbey College -0.9372 4 43084 39200 -3884
1076 Cedarville University -0.9382 4 44788 40900 -3888
1077 Tabor College -0.9394 3 37399 34400 -2999
1078 Texas Christian University -0.9397 5 52870 49100 -3770
1079 Elon University -0.9431 4 48405 44500 -3905
1080 University of Central Florida -0.9481 4 46922 43000 -3922
1081 University of Chicago -0.9513 7 67196 62800 -4396
1082 Missouri Southern State University -0.9520 3 35839 32800 -3039
1083 Randolph College -0.9528 4 42639 38700 -3939
1084 Malone University -0.9557 3 41550 38500 -3050
1085 Maryville College -0.9567 3 39553 36500 -3053
1086 Berea College -0.9585 3 37459 34400 -3059
1087 University of Evansville -0.9616 4 43969 40000 -3969
1088 McMurry University -0.9616 3 40269 37200 -3069
1089 Mercyhurst University -0.9627 4 42474 38500 -3974
1090 Union College -0.9635 3 36375 33300 -3075
1091 Regis College -0.9707 4 47301 43300 -4001
1092 Wesley College -0.9736 4 45411 41400 -4011
1093 Connecticut College -0.9932 5 54996 51000 -3996
1094 Seattle Pacific University -0.9962 4 47991 43900 -4091
1095 Arkansas Tech University -0.9976 3 38182 35000 -3182
1096 Colorado State University-Pueblo -0.9981 3 39383 36200 -3183
1097 Tiffin University -0.9992 3 41387 38200 -3187
1098 Purdue University-Calumet Campus -1.0064 4 42226 38100 -4126
1099 Illinois College -1.0073 3 40912 37700 -3212
1100 Quincy University -1.0112 3 41725 38500 -3225
1101 Lubbock Christian University -1.0175 3 39944 36700 -3244
1102 Oakland City University -1.0217 3 36958 33700 -3258
1103 University of West Georgia -1.0242 3 40166 36900 -3266
1104 Western Carolina University -1.0278 3 38377 35100 -3277
1105 Webber International University -1.0378 3 39108 35800 -3308
1106 University of Detroit Mercy -1.0398 4 46443 42200 -4243
1107 Christian Brothers University -1.0414 4 49549 45300 -4249
1108 Aquinas College -1.0422 3 41422 38100 -3322
1109 Missouri Baptist University -1.0461 3 36434 33100 -3334
1110 Webster University -1.0480 4 43672 39400 -4272
1111 Saint Josephs College -1.0523 4 44087 39800 -4287
1112 Reinhardt University -1.0633 3 38788 35400 -3388
1113 University of North Texas -1.0638 4 46427 42100 -4327
1114 Columbia College -1.0650 3 40994 37600 -3394
1115 Wisconsin Lutheran College -1.0688 3 40706 37300 -3406
1116 Rogers State University -1.0758 3 36028 32600 -3428
1117 Florida Institute of Technology -1.0763 6 58658 53100 -5558
1118 Seton Hill University -1.0860 3 39060 35600 -3460
1119 Dowling College -1.0874 4 47410 43000 -4410
1120 The University of the Arts -1.0901 3 34573 31100 -3473
1121 Cairn University-Langhorne -1.0919 3 36078 32600 -3478
1122 Hendrix College -1.0923 4 44927 40500 -4427
1123 Bethel University -1.0932 3 38682 35200 -3482
1124 California Institute of Technology -1.0940 8 82126 74000 -8126
1125 Nichols College -1.0957 5 51529 47100 -4429
1126 Bethel College-Indiana -1.0983 3 39998 36500 -3498
1127 University of Illinois at Springfield -1.0984 4 46249 41800 -4449
1128 University of Minnesota-Twin Cities -1.0996 5 52246 47800 -4446
1129 University of Louisiana at Monroe -1.1023 3 39211 35700 -3511
1130 Union University -1.1024 4 41863 37400 -4463
1131 Vassar College -1.1126 5 51601 47100 -4501
1132 McDaniel College -1.1150 4 49107 44600 -4507
1133 Felician College -1.1151 4 45907 41400 -4507
1134 God's Bible School and College -1.1156 2 28419 26300 -2119
1135 Tennessee Technological University -1.1174 4 42215 37700 -4515
1136 Loras College -1.1243 4 45739 41200 -4539
1137 Hiram College -1.1248 4 43541 39000 -4541
1138 Hebrew Theological College -1.1282 1 16878 17600 722
1139 Biola University -1.1304 4 45260 40700 -4560
1140 Middle Tennessee State University -1.1352 3 39714 36100 -3614
1141 Lynn University -1.1360 3 39117 35500 -3617
1142 Mills College -1.1411 4 43598 39000 -4598
1143 Columbia College -1.1452 3 35446 31800 -3646
1144 Pratt Institute-Main -1.1506 4 42831 38200 -4631
1145 Smith College -1.1585 4 47359 42700 -4659
1146 Washburn University -1.1636 4 42577 37900 -4677
1147 Flagler College-St Augustine -1.1690 4 41896 37200 -4696
1148 Maine College of Art -1.1785 1 23098 23700 602
1149 Savannah State University -1.1809 2 33107 30800 -2307
1150 University of Louisville -1.1937 4 42482 37700 -4782
1151 Oral Roberts University -1.1967 3 38707 34900 -3807
1152 Saint Joseph's College of Maine -1.1974 3 41709 37900 -3809
1153 Trine University -1.1978 4 47396 42600 -4796
1154 Massachusetts College of Liberal Arts -1.2000 3 40218 36400 -3818
1155 Chatham University -1.2000 3 38118 34300 -3818
1156 Wingate University -1.2021 3 40825 37000 -3825
1157 Calvin College -1.2112 4 45743 40900 -4843
1158 Voorhees College -1.2133 2 28801 26400 -2401
1159 Missouri State University-Springfield -1.2215 3 41085 37200 -3885
1160 Wilson College -1.2218 3 36486 32600 -3886
1161 Indiana University-East -1.2271 2 31540 29100 -2440
1162 Calvary Bible College and Theological Seminary -1.2327 3 34521 30600 -3921
1163 Indiana University-Purdue University-Fort Wayne -1.2404 3 39845 35900 -3945
1164 Delaware State University -1.2464 3 38164 34200 -3964
1165 Pomona College -1.2602 6 59302 52600 -6702
1166 University of Cincinnati-Main Campus -1.2666 4 44437 39400 -5037
1167 SUNY Institute of Technology at Utica-Rome -1.2669 5 53052 47900 -5152
1168 LeTourneau University -1.2781 5 55200 50000 -5200
1169 Taylor University -1.2861 4 43706 38600 -5106
1170 Upper Iowa University -1.2956 4 45439 40300 -5139
1171 Kentucky State University -1.2994 2 29249 26600 -2649
1172 Livingstone College -1.3029 2 28759 26100 -2659
1173 Yale University -1.3029 8 75590 66000 -9590
1174 University of Memphis -1.3062 3 41151 37000 -4151
1175 Texas A & M University-Commerce -1.3075 4 42281 37100 -5181
1176 Berry College -1.3098 4 42889 37700 -5189
1177 School of the Art Institute of Chicago -1.3199 3 35895 31700 -4195
1178 Carleton College -1.3239 5 51493 46100 -5393
1179 Hiwassee College -1.3337 2 28247 25500 -2747
1180 CUNY York College -1.3408 4 43497 38200 -5297
1181 Ohio Wesleyan University -1.3425 4 46303 41000 -5303
1182 The University of Montana -1.3445 3 38372 34100 -4272
1183 School of the Museum of Fine Arts-Boston -1.3682 3 35946 31600 -4346
1184 Crossroads College -1.3807 2 30783 27900 -2883
1185 Colorado Christian University -1.3878 4 45962 40500 -5462
1186 Lincoln Christian University -1.3898 3 33714 29300 -4414
1187 Huston-Tillotson University -1.3959 3 34933 30500 -4433
1188 Belhaven University -1.4016 4 43410 37900 -5510
1189 Arkansas State University-Main Campus -1.4128 3 37186 32700 -4486
1190 University of Massachusetts-Dartmouth -1.4133 5 50571 44800 -5771
1191 Tulane University of Louisiana -1.4146 6 60063 52400 -7663
1192 Southern University and A & M College -1.4343 3 36154 31600 -4554
1193 East Tennessee State University -1.4391 3 38569 34000 -4569
1194 Franciscan University of Steubenville -1.4420 3 40078 35500 -4578
1195 Mars Hill University -1.4542 3 37417 32800 -4617
1196 Miami University-Oxford -1.4555 5 51749 45800 -5949
1197 Warren Wilson College -1.4663 2 28630 25500 -3130
1198 McKendree University -1.4707 4 48252 42500 -5752
1199 University of Bridgeport -1.4886 4 46415 40600 -5815
1200 Appalachian State University -1.4915 4 42425 36600 -5825
1201 Toccoa Falls College -1.4920 2 29604 26400 -3204
1202 New Mexico State University-Main Campus -1.5000 3 38560 33800 -4760
1203 University of New Mexico-Main Campus -1.5282 3 40749 35900 -4849
1204 University of Georgia -1.5314 5 52770 46500 -6270
1205 Liberty University -1.5316 4 42265 36300 -5965
1206 Benedictine College -1.5325 4 43768 37800 -5968
1207 Gardner-Webb University -1.5369 4 42784 36800 -5984
1208 Saint Peter's University -1.5400 5 50806 44500 -6306
1209 Lenoir-Rhyne University -1.5428 4 42904 36900 -6004
1210 University of Northwestern-St Paul -1.5479 3 40211 35300 -4911
1211 Northland College -1.5588 3 36845 31900 -4945
1212 North Carolina A & T State University -1.5672 3 38571 33600 -4971
1213 Southwest Baptist University -1.5687 3 37776 32800 -4976
1214 Johnson C Smith University -1.5742 3 36293 31300 -4993
1215 Beloit College -1.5869 4 44059 37900 -6159
1216 Saint Louis Christian College -1.5871 2 33178 29700 -3478
1217 Becker College -1.5983 4 41999 35800 -6199
1218 Cornerstone University -1.6063 3 40694 35600 -5094
1219 Trinity Bible College -1.6084 2 30339 26800 -3539
1220 University of Rochester -1.6085 6 64369 55500 -8869
1221 College of Saint Mary -1.6088 4 42035 35800 -6235
1222 University of the Ozarks -1.6110 3 36209 31100 -5109
1223 University of Hawaii at Hilo -1.6382 3 39695 34500 -5195
1224 University of Southern Mississippi -1.6399 3 41400 36200 -5200
1225 University of North Carolina at Asheville -1.6415 3 41205 36000 -5205
1226 Prairie View A & M University -1.6451 3 38816 33600 -5216
1227 Nyack College -1.6475 4 44471 38100 -6371
1228 Whitman College -1.6500 4 49380 43000 -6380
1229 Montana Tech of the University of Montana -1.6605 4 46216 39800 -6416
1230 Madonna University -1.6612 3 41767 36500 -5267
1231 Reed College -1.6752 4 42668 36200 -6468
1232 Corban University -1.6757 3 39512 34200 -5312
1233 Southern Virginia University -1.6893 2 32572 28800 -3772
1234 Saint Mary-of-the-Woods College -1.6975 3 35581 30200 -5381
1235 Olivet Nazarene University -1.7008 4 44258 37700 -6558
1236 Alabama A & M University -1.7407 3 36917 31400 -5517
1237 Rice University -1.7886 7 70167 59900 -10267
1238 Lesley University -1.8021 4 43612 36700 -6912
1239 North Carolina State University at Raleigh -1.8068 5 54933 47500 -7433
1240 Dean College -1.8089 3 38431 32700 -5731
1241 Purdue University-North Central Campus -1.8206 3 40968 35200 -5768
1242 Johnson & Wales University-Providence -1.8323 4 42118 35100 -7018
1243 Bethune-Cookman University -1.8619 3 34597 28700 -5897
1244 Loyola University New Orleans -1.8626 4 48424 41300 -7124
1245 Manhattanville College -1.8682 5 53993 46300 -7693
1246 University of Tulsa -1.8809 5 50946 43200 -7746
1247 Marlboro College -1.8923 2 30257 25900 -4357
1248 Crown College -1.9453 3 37759 31600 -6159
1249 Montserrat College of Art -1.9455 2 29611 25100 -4511
1250 Clark University -1.9677 5 52213 44100 -8113
1251 Siena Heights University -2.0168 4 45764 38100 -7664
1252 Morehouse College -2.0596 4 48714 40900 -7814
1253 Swarthmore College -2.1096 5 58112 49400 -8712
1254 Ohio State University-Main Campus -2.1279 5 51390 42600 -8790
1255 AIB College of Business -2.1291 4 45257 37200 -8057
1256 Sewanee-The University of the South -2.1353 4 46279 38200 -8079
1257 Dakota Wesleyan University -2.1425 4 42204 34100 -8104
1258 Stillman College -2.1488 2 29796 24700 -5096
1259 Marygrove College -2.2015 2 32048 26800 -5248
1260 Lane College -2.2089 2 30270 25000 -5270
1261 Wheaton College -2.2451 5 51885 42600 -9285
1262 New School University -2.2555 4 47900 39400 -8500
1263 Mount Marty College -2.2657 3 39466 32300 -7166
1264 North Central University -2.3109 3 36908 29600 -7308
1265 Maryland Institute College of Art -2.3113 3 38709 31400 -7309
1266 McPherson College -2.3124 4 44199 35500 -8699
1267 Mitchell College -2.4855 3 37656 29800 -7856
1268 Saint Augustine's University -2.5425 3 36235 28200 -8035
1269 Cooper Union for the Advancement of Science and Art -2.5759 7 69487 53700 -15787
1270 Point University -2.6209 3 37082 28800 -8282
1271 Earlham College -2.8559 4 42902 32300 -10602
1272 Kansas City Art Institute -3.0114 3 35309 25800 -9509
1273 Drury University -3.0180 3 41729 32200 -9529
1274 Gallaudet University -3.4699 3 36549 25600 -10949
1275 St John's College -3.5696 4 47400 34300 -13100
function [output_args] = rank(names, expected, actual)
N = 8;
minExp = min(expected);
maxExp = max(expected);
% Generate bins
bins = linspace(minExp, maxExp, N + 1);
bins(1) = 0;
% Get difference between expected value and actual value of students
diff = actual - expected;
metric = zeros(size(expected));
binned = zeros(size(expected));
% For each bin:
% 1) Find the schools in that bin
% 2) Fit a normal distribution to the value deltas in that bin
% 3) Calculate standard deviations from mean, refered to as the metric, for each school
for i = 2:N + 1
mask = expected > bins(i-1) & expected <= bins(i);
dist = fitdist(diff(mask), 'Normal');
metric(mask) = (diff(mask) - dist.mu)/dist.sigma;
binned(mask) = i-1;
end
% Sort schools by their metric
[metric, index] = sort(metric, 'descend');
names = names(index);
expected = expected(index);
actual = actual(index);
diff = diff(index);
binned = binned(index);
wName = max(cellfun('length', names));
wNum = 6;
wPad = 3;
w = wNum + wPad + wName + wPad + wNum + wPad + 3 + wPad + (wNum + 2) + wPad + wNum + wPad + (wNum+1);
pad = ' | ';
hPad = '-|-';
md = fopen('rank.md', 'w');
csv = fopen('rank.csv', 'w');
fprintf(md, '|%-*s%s%-*s%s%-*s%s%-*s%s%-*s%s%-*s%s%-*s|\n', wNum, ' Rank', pad, wName, 'Institution Name', pad, wNum, 'Score', pad, 3, 'Bin', pad, wNum+2, 'Expected', pad, wNum, 'Actual', pad, wNum+1, 'Delta');
fprintf(md, '|%s%s%s%s%s%s%s%s%s%s%s%s%s|\n', char(ones(1,wNum)*'-'), hPad, char(ones(1,wName)*'-'), hPad, char(ones(1,wNum)*'-'), hPad, char(ones(1,3)*'-'), hPad, char(ones(1,wNum+2)*'-'), hPad, char(ones(1,wNum)*'-'), hPad, char(ones(1,wNum+1)*'-'));
fprintf(csv, '%s,%s,%s,%s,%s,%s,%s\n', 'Rank', 'Institution Name', 'Score', 'Bin', 'Expected', 'Actual', 'Delta');
for i = 1:length(index)
fprintf(md, '|%*d%s%-*s%s%-1.*f%s%-*d%s%-*.f%s%-*.f%s%-*.f|\n', wNum, i, pad, wName, names{i}, pad, wNum-2, metric(i), pad, 3, binned(i), pad, wNum+2, expected(i), pad, wNum, actual(i), pad, wNum+1, diff(i));
fprintf(csv, '%d,%s,%.4f,%d,%6f,%6f,%6f\n', i, names{i}, metric(i), binned(i), expected(i), actual(i), diff(i));
end
fclose(md);
fclose(csv);
end
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