Quick College Basketball Rankings 2015-16, So FAR

Running a quick “win based” College Basketball Ranking.  Essentially I applied a Bradley-Terry model for solving team rankings.

BACKGROUND: I have messed around with rankings for college football or basketball, and one of the things I have messed with previously was the RPI, or an RPI-like formula.  However, the RPI makes exogenous assumptions about what “strength of schedule” is.  The NCAA used something like 50% on your opponent win % and 25% on opponents’ opponents win%.  But these are arbitrary.  Is there a method which figures out the schedule strength as we go?

Now, suppose at the season’s start we assume all the teams are equal.  That is every team has a rating of 100, and every game is a coinflip.  So the chances of team A to win over team B is (rating A/(rating A + rating B)).  So obviously if we knew the true “ratings” of a team’s opponents, we could figure out a team’s expected wins.  But we don’t know those ratings – and the best estimator we have is the team’s actual results.  Therefore, by using Excel’s iteration feature and messing around with some stats, we can guess the ratings of the 352 teams such that we come close to matching actual wins.

So, the ratings number here refers to an odds calculation.  A team with a 1000 rating would win 10 out of 11 meetings with a team with a 100 rating.  For simplicity we do not consider home court – there are enough games that it should even out.  We also consider all non D-1 teams as a collective “Other”.

Balance Rec is the expected winning percentage if the team played every other team once.  The strength of schedule is the weighted average rating of opponents.

Rnk Conf W L Rating BalRec SOS Rank
1 Michigan State Big Ten 13 0 14356.66 98.37% 626.518 28
2 Xavier Big East 11 0 9731.567 97.66% 477.5056 37
3 Oklahoma Big 12 8 0 3411.988 94.33% 244.7509 136
4 Providence Big East 12 1 3212.107 94.06% 1318.719 14
5 Butler Big East 9 1 2364.754 92.49% 584.1154 30
6 Purdue Big Ten 11 1 2172.061 92.01% 447.1423 45
7 Kansas Big 12 9 1 2153.276 91.96% 1592.205 3
8 SMU American 9 0 2050.147 91.66% 123.6624 259
9 Virginia ACC 9 1 2025.301 91.59% 466.2198 44
10 Miami-FL ACC 9 1 1933.996 91.30% 472.0007 42
11 George Washington Atlantic 10 10 1 1812.697 90.88% 399.513 62
12 Arizona Pac 12 11 1 1705.6 90.48% 401.1922 61
13 South Carolina SEC 10 0 1652.728 90.27% 83.20252 311
14 Pitt ACC 9 1 1557.59 89.85% 379.8735 76
15 AR-Little Rock Sun Belt 10 0 1540.288 89.77% 78.45484 319
16 Iowa State Big 12 9 1 1384.059 88.99% 269.3674 120
17 Louisville ACC 9 1 1328.929 88.68% 1514.793 6
18 Dayton Atlantic 10 8 2 1324.805 88.66% 1250.642 17
19 North Carolina ACC 10 2 1285.698 88.42% 392.4868 67
20 Cincinnati American 10 2 1253.337 88.22% 1194.386 19
21 West Virginia Big 12 10 1 1129.656 87.38% 284.0427 115
22 Villanova Big East 8 2 1096.641 87.13% 685.4255 25
23 USC Pac 12 10 2 978.8672 86.14% 980.1052 21
24 Texas Big 12 8 2 931.2984 85.69% 395.3158 64
25 Maryland Big Ten 10 1 917.0939 85.55% 200.2279 176
26 Texas Tech Big 12 8 1 895.9052 85.34% 215.3759 158
27 Texas A&M SEC 9 2 887.9042 85.25% 303.1039 105
28 Utah Pac 12 9 2 882.1099 85.19% 389.8271 69
29 Colorado Pac 12 10 1 871.5499 85.08% 201.6375 174
30 Florida SEC 7 3 869.7305 85.06% 1974.687 1
31 Northwestern Big Ten 11 1 698.459 82.89% 158.2988 220
32 Oregon Pac 12 10 2 692.4779 82.81% 200.3152 175
33 Duke ACC 9 2 591.9659 81.13% 222.5817 150
34 Chattanooga Southern 9 2 566.2585 80.63% 313.7137 98
35 Michigan Big Ten 8 3 556.4187 80.44% 1227.392 18
36 Kansas State Big 12 8 2 553.6651 80.38% 296.1265 107
37 Kentucky SEC 9 2 553.1978 80.37% 196.8245 179
38 Monmouth MAAC 8 3 553.0293 80.37% 409.0552 53
39 Saint Mary’s West Coast 9 1 552.237 80.35% 104.488 277
40 Seton Hall Big East 9 2 541.9979 80.14% 279.7806 117
41 UCLA Pac 12 8 4 523.8287 79.75% 507.4969 35
42 Davidson Atlantic 10 7 2 523.7172 79.75% 386.435 72
43 TX-Arlington Sun Belt 9 2 513.1001 79.51% 209.1744 164
44 Oregon State Pac 12 9 2 510.5491 79.45% 303.5904 103
45 Alabama SEC 7 3 504.4048 79.31% 1254.631 16
46 Wake Forest ACC 8 2 498.4755 79.17% 206.1358 169
47 Saint Joe’s Atlantic 10 8 2 469.6442 78.46% 254.0703 131
48 Valparaiso Horizon 10 2 469.546 78.46% 162.2798 213
49 Marquette Big East 9 1 448.8143 77.91% 91.40332 300
50 Gonzaga West Coast 9 3 446.9723 77.86% 329.3035 93
51 Vanderbilt SEC 7 3 442.8931 77.75% 476.3588 38
52 Richmond Atlantic 10 7 3 436.9498 77.59% 349.7549 87
53 Arizona State Pac 12 8 3 416.7474 77.00% 257.3052 128
54 Ole Miss SEC 9 2 415.3242 76.96% 161.457 217
55 Evansville Missouri Valley 10 2 383.31 75.94% 328.3704 94
56 Louisiana Tech Conference USA 9 2 372.8115 75.58% 151.2916 225
57 Hawaii Big West 7 1 364.63 75.30% 147.1342 233
58 Indiana Big Ten 9 3 363.9727 75.27% 191.8728 180
59 Notre Dame ACC 8 3 358.7101 75.08% 210.7531 163
60 Iowa Big Ten 7 3 357.86 75.05% 372.452 79
61 Memphis American 7 3 353.4611 74.89% 509.8004 33
62 California Pac 12 9 2 338.0114 74.30% 134.2132 244
63 South Dakota State Summit 10 2 321.2157 73.61% 127.4486 253
64 Baylor Big 12 8 2 321.1749 73.61% 213.69 160
65 Georgia SEC 5 3 320.6685 73.59% 291.3309 112
66 New Mexico Mountain West 7 3 312.2647 73.23% 394.4619 65
67 Georgia State Sun Belt 7 1 304.3702 72.88% 86.13703 306
68 Kent State Mid American 7 2 301.5321 72.75% 243.2791 138
69 Northern Iowa Missouri Valley 6 3 300.5598 72.71% 403.1405 60
70 Tulsa American 7 4 296.4685 72.52% 415.0917 52
71 Fordham Atlantic 10 9 1 292.6117 72.34% 74.14047 323
72 Syracuse ACC 8 3 288.7588 72.15% 186.4324 183
73 Grand Canyon WAC 10 2 288.5663 72.14% 162.2317 214
74 Duquesne Atlantic 10 10 2 284.5874 71.95% 178.7139 195
75 Connecticut American 7 3 278.3547 71.64% 251.3717 132
76 Boise State Mountain West 8 4 268.8033 71.15% 1564.924 4
77 NC State ACC 8 3 268.4503 71.13% 160.4963 218
78 Auburn SEC 5 3 267.8889 71.10% 1414.542 10
79 Southern Illinois Missouri Valley 11 2 266.9634 71.05% 71.36209 326
80 MTSU Conference USA 7 2 265.7619 70.99% 102.6337 282
81 Florida State ACC 9 2 262.9277 70.83% 91.18279 302
82 Stanford Pac 12 6 4 258.6086 70.60% 501.2587 36
83 UNLV Mountain West 8 4 253.5834 70.31% 334.0595 92
84 James Madison Colonial 9 3 246.2168 69.89% 180.0947 190
85 Georgia Tech ACC 8 3 240.0143 69.52% 186.0775 184
86 Mercer Southern 9 2 235.5533 69.24% 101.0679 284
87 Saint Bonaventure Atlantic 10 7 2 222.8851 68.43% 94.05559 295
88 Rhode Island Atlantic 10 7 4 218.4141 68.13% 472.9855 40
89 Charleston Colonial 7 3 215.9103 67.96% 295.6022 108
90 Ohio State Big Ten 6 5 212.5648 67.73% 407.6252 55
91 Akron Mid American 8 2 211.4513 67.65% 149.6008 228
92 Penn State Big Ten 8 3 207.6121 67.37% 235.3735 145
93 William and Mary Colonial 7 3 206.8607 67.32% 386.6128 71
94 Northern Illinois Mid American 9 2 203.2061 67.05% 67.23984 330
95 Houston American 8 2 202.5915 67.00% 83.57977 309
96 Texas A&M-CC Southland 8 3 201.284 66.90% 211.3404 162
97 Detroit Horizon 6 3 197.8871 66.65% 278.9066 119
98 Illinois Big Ten 7 5 195.5664 66.47% 509.3516 34
99 Wichita State Missouri Valley 5 5 194.6378 66.40% 388.8977 70
100 Ohio Mid American 8 3 181.9289 65.36% 104.0909 278
101 Wisconsin Big Ten 7 5 175.6493 64.82% 419.2944 51
102 BYU West Coast 7 3 173.5125 64.63% 215.1707 159
103 UC-Irvine Big West 9 4 172.658 64.55% 169.9908 205
104 Virginia Tech ACC 8 3 165.3312 63.87% 220.4349 155
105 San Diego State Mountain West 7 5 162.3236 63.58% 373.7914 78
106 Missouri SEC 5 5 162.3195 63.58% 1327.103 13
107 Washington Pac 12 7 3 158.3051 63.19% 176.3142 198
108 Creighton Big East 8 4 155.6212 62.92% 383.5475 73
109 Fresno State Mountain West 8 4 154.8571 62.84% 264.319 124
110 Oakland Horizon 7 3 154.1688 62.77% 107.5451 273
111 Elon Colonial 9 3 151.9713 62.54% 106.7637 274
112 IPFW Summit 9 4 151.7023 62.51% 161.6522 216
113 Oral Roberts Summit 8 6 149.6704 62.30% 466.3952 43
114 Temple American 5 5 139.878 61.22% 541.9301 31
115 Air Force Mountain West 7 4 135.9954 60.76% 161.8069 215
116 Morehead State Ohio Valley 6 3 134.4133 60.57% 244.6451 137
117 Tennessee SEC 5 5 133.1522 60.42% 527.4761 32
118 Oklahoma State Big 12 7 4 133.1234 60.42% 157.1002 222
119 LSU SEC 6 4 132.3829 60.33% 147.8129 232
120 Georgetown Big East 6 5 130.8608 60.14% 255.3254 130
121 VCU Atlantic 10 5 5 129.8142 60.01% 296.3623 106
122 Idaho Big Sky 7 4 127.9972 59.78% 279.764 118
123 Arkansas SEC 5 5 124.4416 59.32% 202.6792 172
124 Northeastern Colonial 7 4 124.2663 59.30% 1524.427 5
125 Minnesota Big Ten 6 5 119.5797 58.67% 179.626 192
126 Nebraska Big Ten 7 5 119.4977 58.66% 408.5047 54
127 North Florida Atlantic Sun 10 4 116.3788 58.23% 225.2575 147
128 Nevada Mountain West 8 3 114.6098 57.97% 102.8992 281
129 Long Beach State Big West 6 7 114.1332 57.90% 360.1876 82
130 Hofstra Colonial 6 4 114.0289 57.89% 247.1861 135
131 Washington State Pac 12 7 2 113.966 57.88% 76.91909 321
132 South Dakota Summit 7 5 110.8092 57.42% 127.456 252
133 Toledo Mid American 8 4 110.4129 57.36% 82.40166 313
134 North Dakota State Summit 8 3 109.0823 57.16% 163.2236 211
135 Tennessee State Ohio Valley 9 2 107.1656 56.86% 49.24391 341
136 Milwaukee Horizon 8 4 107.0523 56.85% 97.14843 292
137 UAB Conference USA 7 4 107.0003 56.84% 103.7492 279
138 Army Patriot 8 3 106.6298 56.78% 201.7355 173
139 Southern SWAC 8 4 106.1689 56.71% 113.4725 266
140 Pepperdine West Coast 7 5 105.7652 56.65% 148.2051 231
141 Belmont Ohio Valley 7 6 101.5743 55.98% 184.0491 186
142 New Mexico State WAC 7 5 100.9503 55.87% 110.7613 270
143 Buffalo Mid American 6 5 100.905 55.87% 267.7746 121
144 Princeton Ivy 6 3 99.91848 55.70% 176.0969 199
145 Eastern Michigan Mid American 7 4 97.51827 55.30% 1471.22 8
146 Winthrop Big South 7 3 97.50207 55.29% 118.4078 264
147 Siena MAAC 7 4 96.14594 55.06% 108.8681 271
148 Utah State Mountain West 6 3 95.41995 54.93% 118.7427 263
149 Western Kentucky Conference USA 6 5 94.77352 54.82% 1065.818 20
150 NJIT Atlantic Sun 7 5 94.51362 54.78% 371.2797 80
151 MO-Kansas City WAC 7 4 94.32533 54.74% 102.5217 283
152 Coastal Carolina Big South 7 5 92.97952 54.50% 140.3555 240
153 TCU Big 12 6 4 92.40041 54.40% 288.1046 113
154 High Point Big South 8 4 92.05381 54.33% 150.4858 227
155 Albany America East 8 4 92.05341 54.33% 86.53133 304
156 NC-Asheville Big South 7 6 91.46559 54.23% 260.0446 126
157 East Carolina American 7 5 90.47521 54.04% 221.7374 153
158 Radford Big South 7 5 90.11368 53.98% 98.28952 287
159 Colorado State Mountain West 7 5 89.15722 53.80% 181.2799 189
160 Wagner Northeast 6 3 88.96836 53.76% 142.3583 238
161 Saint John’s Big East 7 5 88.90896 53.75% 139.0167 242
162 Mississippi State SEC 5 5 88.25045 53.63% 347.5639 88
163 Stony Brook America East 6 4 87.04454 53.40% 125.3673 255
164 CS-Bakersfield WAC 7 4 85.88641 53.17% 107.575 272
165 Murray State Ohio Valley 5 6 84.98656 53.00% 163.9463 209
166 Navy Patriot 8 4 84.22668 52.84% 168.2739 206
167 Loyola-IL Missouri Valley 7 5 82.28139 52.45% 106.641 275
168 Samford Southern 8 4 81.7591 52.34% 212.971 161
169 DePaul Big East 5 6 81.53032 52.30% 429.9297 49
170 Yale Ivy 5 5 80.68001 52.12% 403.836 59
171 Massachusetts Atlantic 10 6 5 79.14969 51.80% 374.7023 77
172 Wyoming Mountain West 7 5 78.03177 51.56% 81.3973 315
173 Iona MAAC 4 4 77.05181 51.35% 197.6454 178
174 Florida Gulf Coast Atlantic Sun 6 5 76.80454 51.29% 224.7395 148
175 Cal Poly Big West 5 6 76.74453 51.28% 261.4002 125
176 Tennessee Tech Ohio Valley 8 4 76.13156 51.14% 89.82999 303
177 LA-Monroe Sun Belt 5 5 73.7125 50.60% 255.5286 129
178 Columbia Ivy 8 5 73.41411 50.53% 154.5833 223
179 Old Dominion Conference USA 5 6 71.35259 50.05% 351.3579 85
180 Green Bay Horizon 6 4 71.30695 50.04% 93.53474 296
181 NC-Wilmington Colonial 5 3 69.15057 49.52% 56.26714 336
182 Clemson ACC 7 4 67.79483 49.19% 221.9584 151
183 Denver Summit 8 4 67.10477 49.02% 44.06131 345
184 Illinois State Missouri Valley 5 7 66.98361 48.98% 239.2409 140
185 Sacramento State Big Sky 6 4 66.51103 48.87% 95.35476 293
186 Omaha Summit 7 6 66.48232 48.86% 141.1927 239
187 Ball State Mid American 7 3 65.67836 48.65% 71.07506 327
188 UCF American 5 4 65.59876 48.63% 119.7377 261
189 Vermont America East 6 6 63.42122 48.06% 307.2194 101
190 Campbell Big South 7 3 62.96391 47.94% 34.51392 351
191 Loyola-CA West Coast 7 5 62.87 47.92% 102.9935 280
192 Cleveland State Horizon 4 7 60.8165 47.36% 223.6861 149
193 Missouri State Missouri Valley 4 7 60.62984 47.30% 353.7226 83
194 UTEP Conference USA 6 5 59.29703 46.93% 113.0319 267
195 Bowling Green Mid American 7 4 58.85106 46.80% 151.7102 224
196 Canisius MAAC 4 6 58.14536 46.60% 163.3266 210
197 Saint Louis Atlantic 10 5 6 57.99163 46.56% 202.8532 171
198 Delaware Colonial 5 3 57.68764 46.47% 45.4431 343
199 Marshall Conference USA 4 7 56.72495 46.18% 221.4463 154
200 Indiana State Missouri Valley 5 6 56.39403 46.09% 322.0307 97
201 George Mason Atlantic 10 5 7 55.34958 45.77% 293.536 110
202 Miami-OH Mid American 6 5 55.19991 45.73% 932.8075 22
203 Cornell Ivy 5 5 52.05968 44.74% 232.1787 146
204 Western Carolina Southern 4 7 50.91604 44.37% 381.8765 74
205 Boston University Patriot 6 6 50.91249 44.37% 95.06018 294
206 East Tennessee Southern 5 5 50.89767 44.37% 170.9231 204
207 Montana State Big Sky 6 6 49.08381 43.76% 83.11959 312
208 Stephen F Austin Southland 7 3 49.03521 43.74% 71.85902 325
209 Weber State Big Sky 6 5 48.87045 43.69% 77.17739 320
210 UCSB Big West 2 7 48.85153 43.68% 327.4407 95
211 Eastern Kentucky Ohio Valley 8 6 48.38938 43.52% 149.5771 229
212 CS-Fullerton Big West 6 5 48.35661 43.51% 91.94486 299
213 Western Illinois Summit 7 4 48.25857 43.48% 74.95474 322
214 Fairfield MAAC 4 5 47.91701 43.36% 259.3228 127
215 Austin Peay Ohio Valley 5 7 47.21498 43.11% 137.1574 243
216 Alabama State SWAC 4 6 46.6057 42.90% 172.1397 201
217 Rice Conference USA 5 6 45.30522 42.43% 176.4917 197
218 Towson Colonial 8 4 44.47747 42.12% 59.65935 335
219 Hampton MEAC 4 5 44.29563 42.05% 393.8632 66
220 Tulane American 6 6 43.34406 41.69% 174.3818 200
221 Eastern Washington Big Sky 6 6 40.57299 40.61% 207.304 168
222 San Francisco West Coast 6 5 40.22058 40.46% 86.45911 305
223 UC-Davis Big West 4 5 40.14356 40.43% 112.4305 268
224 Portland West Coast 7 7 40.09284 40.41% 128.1927 251
225 Fairleigh Dickinson Northeast 4 6 40.0277 40.38% 187.8999 182
226 Wright State Horizon 5 7 38.9366 39.93% 926.0345 23
227 Western Michigan Mid American 5 5 38.5235 39.76% 83.45596 310
228 Troy Sun Belt 5 5 38.45051 39.73% 98.19108 289
229 Boston College ACC 5 6 37.83492 39.46% 1644.885 2
230 Howard MEAC 7 5 36.39212 38.83% 219.7714 156
231 Alabama A&M SWAC 4 3 35.00391 38.20% 41.38713 348
232 Rutgers Big Ten 4 7 34.67485 38.05% 342.5692 91
233 SIU-Edwardsville Ohio Valley 3 8 33.40051 37.44% 434.6232 47
234 TN-Martin Ohio Valley 6 7 32.86254 37.18% 132.7653 247
235 UNH America East 7 5 31.97907 36.75% 208.3268 165
236 Southern Miss Conference USA 3 6 31.57814 36.55% 166.2552 207
237 Marist MAAC 3 6 31.14682 36.33% 86.04807 307
238 South Alabama Sun Belt 4 6 29.95711 35.71% 97.35159 291
239 Citadel Southern 7 5 29.75744 35.61% 236.8599 144
240 Drake Missouri Valley 4 7 29.36403 35.40% 91.32515 301
241 Colgate Patriot 4 6 28.94409 35.17% 93.11454 298
242 VMI Southern 4 6 28.54824 34.95% 313.2098 99
243 South Florida American 3 9 28.17351 34.75% 396.9874 63
244 Long Island Northeast 5 4 27.53137 34.39% 47.12672 342
245 Holy Cross Patriot 5 6 26.96297 34.06% 237.858 143
246 LaSalle Atlantic 10 4 4 26.82404 33.98% 164.2358 208
247 North Dakota Big Sky 5 5 26.7454 33.94% 65.78477 332
248 Savannah State MEAC 4 6 26.61145 33.86% 207.9614 166
249 Manhattan MAAC 3 7 25.87492 33.43% 150.6658 226
250 Texas State Sun Belt 6 3 25.79861 33.38% 42.78118 347
251 Charlotte Conference USA 2 8 25.63789 33.28% 380.0467 75
252 UC-Riverside Big West 7 5 25.6028 33.26% 40.14979 349
253 Furman Southern 6 5 25.53278 33.22% 171.6903 202
254 LA-Lafayette Sun Belt 4 6 25.35604 33.11% 352.7457 84
255 San Diego West Coast 4 6 25.3297 33.10% 143.8106 236
256 St Francis-PA Northeast 4 6 24.53906 32.61% 199.6887 177
257 Montana Big Sky 3 6 24.52767 32.61% 361.9715 81
258 Norfolk State MEAC 5 7 24.49842 32.59% 308.0215 100
259 IUPUI Summit 4 9 24.02754 32.29% 280.4452 116
260 Houston Baptist Southland 4 7 23.96875 32.26% 149.1551 230
261 Saint Peters MAAC 3 6 23.95964 32.25% 294.7911 109
262 CS-Northridge Big West 4 7 23.73179 32.11% 188.5554 181
263 FIU Conference USA 4 7 23.6473 32.05% 93.24826 297
264 Dartmouth Ivy 3 6 23.21866 31.77% 118.2064 265
265 Sam Houston Southland 5 6 23.12969 31.72% 342.7381 90
266 Gardner-Webb Big South 5 8 23.04843 31.66% 242.0093 139
267 Quinnipiac MAAC 4 6 22.72115 31.45% 84.7834 308
268 Youngstown State Horizon 5 8 22.08497 31.02% 284.3312 114
269 Lamar Southland 7 4 21.95699 30.94% 37.5448 350
270 Pennsylvania Ivy 5 5 21.93475 30.92% 49.47399 340
271 Kennesaw State Atlantic Sun 3 10 21.87994 30.88% 350.0132 86
272 Wofford Southern 3 7 21.75303 30.80% 238.605 142
273 Jackson State SWAC 4 8 21.71872 30.77% 184.9726 185
274 Harvard Ivy 3 6 21.52931 30.64% 632.2375 27
275 Central Michigan Mid American 5 5 20.70137 30.07% 72.65309 324
276 MA-Lowell America East 4 7 20.44884 29.89% 146.2147 235
277 Stetson Atlantic Sun 4 8 20.21216 29.71% 180.0119 191
278 NC A&T MEAC 5 9 19.98096 29.55% 265.3792 122
279 Bucknell Patriot 3 6 19.01618 28.83% 132.2442 248
280 Seattle WAC 5 6 18.12817 28.14% 61.12272 333
281 Eastern Illinois Ohio Valley 2 8 17.77854 27.87% 99.52789 285
282 St Francis-NY Northeast 4 7 17.41341 27.57% 162.2924 212
283 Bethune-Cookman MEAC 4 7 17.14824 27.36% 182.9491 187
284 SC State MEAC 5 7 17.1319 27.34% 119.1441 262
285 Lafayette Patriot 3 7 16.75704 27.03% 219.4999 157
286 Incarnate Word Southland 4 5 16.52914 26.84% 675.4705 26
287 Niagara MAAC 3 8 16.4759 26.80% 124.5496 258
288 Brown Ivy 3 6 16.38237 26.72% 611.2868 29
289 Morgan State MEAC 2 7 15.86176 26.27% 407.1964 56
290 Utah Valley WAC 5 6 15.67676 26.11% 44.93907 344
291 Northern Kentucky Horizon 3 6 15.61088 26.06% 1290.709 15
292 Santa Clara West Coast 4 9 15.4148 25.88% 205.2979 170
293 North Texas Conference USA 4 8 15.31287 25.79% 146.8826 234
294 Charleston Southern Big South 4 8 15.25506 25.74% 104.7571 276
295 Hartford America East 4 8 14.98865 25.50% 404.6422 57
296 San Jose State Mountain West 4 7 14.66321 25.21% 79.06083 317
297 AR-Pine Bluff SWAC 2 11 14.55172 25.10% 1461.34 9
298 Binghamton America East 2 8 14.544 25.10% 1510.161 7
299 Rider MAAC 2 9 14.20467 24.78% 430.4766 48
300 Lipscomb Atlantic Sun 4 11 13.54025 24.15% 171.2785 203
301 Florida Atlantic Conference USA 3 8 12.95586 23.57% 1377.372 11
302 Mount Saint Mary’s Northeast 3 8 12.93862 23.56% 178.9265 194
303 Arkansas State Sun Belt 3 7 12.06534 22.66% 140.0525 241
304 Chicago State WAC 4 10 12.00951 22.60% 264.5347 123
305 Pacific West Coast 2 8 11.9067 22.49% 239.0326 141
306 NC-Greensboro Southern 4 7 11.65133 22.22% 97.71555 290
307 Idaho State Big Sky 3 7 11.271 21.81% 133.2625 246
308 UMBC America East 3 9 10.95039 21.46% 99.24285 286
309 Bradley Missouri Valley 2 10 10.85416 21.35% 472.9823 41
310 Presbyterian Big South 5 6 10.71997 21.20% 27.13184 352
311 New Orleans Southland 3 7 10.63354 21.10% 126.7157 254
312 American Patriot 2 8 10.56894 21.02% 66.98575 331
313 Georgia Southern Sun Belt 3 6 10.10154 20.48% 159.2361 219
314 MD-Eastern Shore MEAC 2 10 9.77895 20.10% 1360.449 12
315 Jacksonville Atlantic Sun 5 6 9.546499 19.82% 51.68455 337
316 Nicholls State Southland 3 7 9.066996 19.22% 404.0471 58
317 Central Arkansas Southland 1 7 9.007618 19.15% 867.6253 24
318 Portland State Big Sky 3 6 8.729338 18.79% 68.8598 328
319 NC Central MEAC 3 8 8.67456 18.72% 82.19878 314
320 Abilene Christian Southland 4 7 8.362175 18.31% 50.82457 339
321 Appalachian State Sun Belt 2 9 8.327825 18.27% 251.2336 133
322 Maine America East 2 9 8.297641 18.23% 121.91 260
323 Loyola-MD Patriot 1 8 7.636205 17.33% 306.935 102
324 Lehigh Patriot 2 8 7.580073 17.25% 474.3124 39
325 Northern Colorado Big Sky 3 8 7.023093 16.45% 303.5236 104
326 Grambling SWAC 2 9 6.962659 16.36% 207.6892 167
327 Northern Arizona Big Sky 2 8 6.861548 16.21% 423.1187 50
328 Robert Morris Northeast 2 10 6.847856 16.19% 179.2027 193
329 Jacksonville State Ohio Valley 4 11 6.545139 15.74% 81.38773 316
330 Southern Utah Big Sky 3 7 6.293619 15.35% 182.7011 188
331 Longwood Big South 3 9 6.185932 15.18% 78.51793 318
332 Sacred Heart Northeast 1 9 5.650385 14.32% 125.1767 256
333 Drexel Colonial 1 8 5.404088 13.90% 346.5695 89
334 Bryant Northeast 2 9 5.190944 13.54% 390.0591 68
335 Texas Southern SWAC 1 10 4.90638 13.04% 98.2851 288
336 Florida A&M MEAC 4 9 4.85622 12.95% 60.78712 334
337 TX-Rio Grande WAC 3 8 4.494004 12.29% 221.8401 152
338 Coppin State MEAC 2 11 4.383958 12.09% 157.9905 221
339 UIC Horizon 1 8 4.208415 11.75% 67.80467 329
340 Central Connecticut Northeast 1 8 3.89757 11.15% 51.30196 338
341 SC Upstate Atlantic Sun 3 11 3.198165 9.69% 111.4415 269
342 SE Louisiana Southland 2 10 2.773493 8.74% 250.4653 134
343 Alcorn State SWAC 1 9 2.671931 8.50% 128.6974 250
344 Liberty Big South 3 10 2.600516 8.33% 43.73552 346
345 Delaware State MEAC 0 12 2.215602 7.38% 131.2521 249
346 Prairie View SWAC 0 10 1.931909 6.65% 133.9661 245
347 Northwestern State Southland 2 7 1.823691 6.35% 323.273 96
348 UTSA Conference USA 2 10 1.753253 6.16% 125.07 257
349 SE Missouri State Ohio Valley 0 10 1.630564 5.82% 292.0693 111
350 McNeese State Southland 2 7 1.427465 5.23% 442.3906 46
351 Mississippi Valley SWAC 0 13 1.232809 4.63% 177.6903 196
352 Other Other 8 339 0.438419 1.85% 143.2234 237
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