WAB 1/23: Pythag + Implied Pythag = Selection?

It appears we have our answer as to what the committee wants. This is from Jerry Palm:

“In the end, a lot of theories and ideas were exchanged, but this was a conversation that left more questions than answers. The biggest of those questions is what – exactly — does the committee really want to measure? Until they come up with an answer to that, it will be impossible to proceed with any of the suggestions discussed Friday.”

 

 

Michael DeCourcy suggested they want a composite metric, but that was rebuffed by the analysts. The truth is a composite metric clouds more than it illuminates. Still, if that is truly what the committee has its heart set on, then I’m pretty sure I know what the equation looks like. The two components are Pythag and implied Pythag. Pythag is straightforward enough: That is your power rating. Implied Pythag is a bit trickier. That is the Pythag that a team with your resume would “expect” to have. I am putting “expect” in parenthesis here because it is a bit complicated. Let me give an example. Team A plays four neutral court games with teams with Pythags of .2000, .3000, .4000, and .5000. It goes undefeated. Team B plays four neutral court games vs. teams with Pythags of .6000, .7000, .8000, and .9000. Team B goes 3-1. If we want to solve for the expected Pythag of a team in their 80th percentile we get Team A at .7738, and Team B at .7872. Now, team A might be UNLV circa 1990, or they might be Winthrop. Lets say we take Pythag/2 + Implied Pythag/2. Would that give us useful information? It would certainly tell us the difference between two teams with similar Implied Pythag’s, but what about a case where one team has a Pythag of .9 and an implied Pythag of .75 vs. a team with a Pythag of .75 and an Implied Pythag of .9? What does putting both of them at .825 tell us? Ultimately I agree with the analysts who rejected that type of composite metric. Ken Pomeroy noted that in the NFL or NBA “Your record is your record.”

Now, in the NFL or NBA your schedule is controlled by the league. We need to find a way to measure the accomplishments of teams with wildly different schedules. I created WAB to determine which teams deserve inclusion in the NCAA Tournament. ESPN’s Strength of Record could do the job as well. It has a higher baseline than WAB (an average top 25 team), but that’s fine. The point is, it is an objective metric based upon wins and losses and your schedule.

No serious process will use things like record vs. 26-50, regardless of whether that grouping is from KenPom or RPI or BPI or Sagarin or a composite metric. We like to pretend we can accurately weigh or measure such things, but we really can’t. We’re talking about multivariable algebra here. Let’s look at Wichita State. 24th in Pythag, 37th in WAB, not even sniffing the first four out in Jerry Palm’s or Joe Lunardi’s respective brackets. Michigan State is 44th in Pythag, 49th in WAB, and is a 10-seed for Jerry Palm, and a 7-seed for Joe Lunardi. I’m not knocking Palm or Lunardi, they’re just trying to predict the committee. I’m just a bit concerned the committee is using bad metrics to come up with answers that don’t reward teams for what they’ve accomplished on the court.

Rank School WAB-KenPom WAB-Sagarin WAB-BPI WAB-Avg Pythag Pyth Rank
1 Baylor 6.16 6.24 6.38 6.26 0.9443 10
2 Villanova 5.88 5.88 6.07 5.94 0.9665 2
3 Kansas 5.48 5.72 5.61 5.60 0.9539 6
4 Gonzaga 4.81 4.73 4.87 4.80 0.9538 7
5 Butler 4.72 4.76 4.92 4.80 0.9162 20
6 Florida St. 4.59 4.5 4.94 4.68 0.9239 18
7 Arizona 4.58 4.7 4.35 4.54 0.9301 16
8 North Carolina 4.13 4.2 4.67 4.33 0.9631 4
9 Louisville 4.08 4.19 4.56 4.28 0.9526 8
10 Creighton 4.09 4.13 4.14 4.12 0.9148 21
11 Notre Dame 3.93 3.98 4.29 4.07 0.9182 19
12 Kentucky 4 4.14 3.98 4.04 0.9691 1
13 Wisconsin 3.69 4.06 4.25 4.00 0.9392 12
14 UCLA 3.86 4.1 3.83 3.93 0.9343 13
15 Virginia 3.28 3.25 3.51 3.35 0.9564 5
16 Maryland 2.89 3.06 3.15 3.03 0.8233 49
17 Cincinnati 2.93 2.93 3.15 3.00 0.9264 17
18 Oregon 2.64 2.9 2.67 2.74 0.9328 14
19 Xavier 2.34 2.39 2.45 2.39 0.8932 26
20 Florida 2.3 2.18 2.39 2.29 0.9327 15
21 Duke 2.18 2.18 2.44 2.27 0.9512 9
22 South Carolina 1.95 1.98 2.01 1.98 0.8694 30
23 Saint Mary’s 1.95 1.95 1.94 1.95 0.9071 23
24 Purdue 1.9 1.95 1.98 1.94 0.9421 11
25 Northwestern 1.99 1.95 1.83 1.92 0.8665 32
26 UNC Wilmington 1.78 1.61 1.98 1.79 0.8109 53
27 West Virginia 1.82 1.72 1.63 1.72 0.9661 3
28 Virginia Tech 1.37 1.61 1.92 1.63 0.8198 50
29 USC 1.52 1.58 1.34 1.48 0.7877 57
30 Minnesota 1.42 1.41 1.57 1.47 0.8494 38
31 Kansas St. 1.39 1.48 1.41 1.43 0.8778 28
32 Arkansas 1.23 1.23 1.24 1.23 0.8261 48
33 TCU 1.23 1.3 1.14 1.22 0.8608 34
34 SMU 1.01 1.14 1.12 1.09 0.8926 27
35 Middle Tennessee 0.84 0.77 1.05 0.89 0.7977 56
36 Iowa St. 0.78 0.81 0.69 0.76 0.9113 22
37 Wichita St. 0.63 0.68 0.34 0.55 0.9021 24
38 Marquette 0.44 0.53 0.59 0.52 0.8644 33
39 Wake Forest 0.45 0.28 0.73 0.49 0.8430 41
40 Dayton 0.41 0.29 0.52 0.41 0.8564 35
41 Akron 0.36 0.23 0.5 0.36 0.7095 81
42 Seton Hall 0.28 0.31 0.38 0.32 0.8054 54
43 Valparaiso 0.05 0.16 0.41 0.21 0.6783 92
44 Texas Tech 0.15 0.23 0.17 0.18 0.8545 37
45 Illinois St. 0.12 0.16 0.24 0.17 0.8326 45
46 New Mexico St. 0.2 0.23 0.01 0.15 0.6638 98
47 Indiana 0.05 0.05 0.26 0.12 0.9014 25
48 Nevada -0.07 0 -0.06 -0.04 0.7706 65
49 Michigan St. -0.08 -0.12 -0.01 -0.07 0.8340 44
50 Clemson -0.01 -0.17 -0.06 -0.08 0.8689 31
51 Oklahoma St. -0.35 -0.16 -0.13 -0.21 0.8556 36
52 Pittsburgh -0.41 -0.42 0 -0.28 0.7789 61
53 Miami FL -0.58 -0.34 -0.01 -0.31 0.8749 29
54 California -0.44 -0.37 -0.22 -0.34 0.8182 51
55 Chattanooga -0.25 -0.57 -0.31 -0.38 0.7415 75
56 Memphis -0.33 -0.35 -0.51 -0.40 0.7132 79
57 Utah -0.55 -0.38 -0.45 -0.46 0.8445 40
58 Monmouth -0.51 -0.61 -0.49 -0.54 0.7001 86
59 VCU -0.56 -0.75 -0.48 -0.60 0.8269 47
60 Belmont -0.68 -0.75 -0.4 -0.61 0.6770 94
61 Auburn -0.73 -0.54 -0.61 -0.63 0.7125 80
62 Vermont -0.62 -0.89 -0.53 -0.68 0.7420 74
63 Michigan -0.64 -0.69 -0.73 -0.69 0.8468 39
64 UT Arlington -0.76 -0.89 -0.5 -0.72 0.6932 88
65 Georgia -0.75 -0.81 -0.71 -0.76 0.8134 52
66 Providence -0.95 -0.86 -0.69 -0.83 0.7757 63
67 Mississippi -0.76 -0.87 -1.06 -0.90 0.6968 87
68 Georgia Tech -1.04 -1.07 -0.74 -0.95 0.6506 103
69 Illinois -1.27 -1.03 -0.6 -0.97 0.7443 73
70 College of Charleston -1.06 -1.19 -0.82 -1.02 0.6715 95
71 Rhode Island -1.19 -1.16 -0.93 -1.09 0.8370 42
72 UCF -1.14 -1.07 -1.08 -1.10 0.7720 64
73 La Salle -1.24 -1.31 -0.79 -1.11 0.6548 101
74 Winthrop -1.11 -1.39 -0.92 -1.14 0.5920 126
75 Ohio St. -1.51 -1.62 -1.34 -1.49 0.8050 55
76 UNC Greensboro -1.4 -1.75 -1.36 -1.50 0.5316 148
77 East Tennessee St. -1.45 -1.7 -1.36 -1.50 0.7530 70
78 Florida Gulf Coast -1.53 -1.81 -1.23 -1.52 0.6487 105
79 Tennessee -1.49 -1.69 -1.72 -1.63 0.7819 60
80 North Carolina St. -1.88 -1.93 -1.64 -1.82 0.7520 71
81 Arkansas St. -1.8 -2.05 -1.7 -1.85 0.6004 121
82 Bucknell -1.91 -2.08 -1.73 -1.91 0.6304 115
83 Houston -1.96 -2 -1.86 -1.94 0.8352 43
84 Boise St. -1.98 -1.97 -2.04 -2.00 0.6851 90
85 Alabama -2.07 -2.02 -1.93 -2.01 0.7642 66
86 Mississippi St. -1.99 -2.03 -2.05 -2.02 0.7016 84
87 Stanford -2.2 -2.12 -1.88 -2.07 0.6357 112
88 BYU -2.3 -2.26 -2.16 -2.24 0.7774 62
89 Tulsa -2.22 -2.21 -2.54 -2.32 0.6034 120
90 Ohio -2.37 -2.46 -2.21 -2.35 0.6774 93
91 Georgia Southern -2.44 -2.71 -1.93 -2.36 0.5868 128
92 George Mason -2.47 -2.4 -2.23 -2.37 0.5816 130
93 Penn St. -2.54 -2.37 -2.21 -2.37 0.7184 78
94 Iowa -2.47 -2.43 -2.3 -2.40 0.6929 89
95 North Dakota St. -2.49 -2.61 -2.28 -2.46 0.5558 140
96 UNC Asheville -2.44 -2.7 -2.25 -2.46 0.6286 116
97 Harvard -2.51 -2.51 -2.42 -2.48 0.5982 123
98 Princeton -2.62 -2.67 -2.22 -2.50 0.7295 77
99 Texas A&M -2.45 -2.53 -2.58 -2.52 0.7480 72
100 St. Bonaventure -2.63 -2.75 -2.41 -2.60 0.7007 85
101 Texas Southern -2.5 -2.81 -2.55 -2.62 0.4949 163
102 Oklahoma -2.66 -2.62 -2.64 -2.64 0.7849 58
103 Rutgers -2.69 -2.6 -2.66 -2.65 0.5705 136
104 Nebraska -2.79 -2.71 -2.47 -2.66 0.6838 91
105 San Francisco -2.6 -2.8 -2.78 -2.73 0.5921 125
106 Vanderbilt -2.57 -2.92 -2.74 -2.74 0.7610 68
107 Fresno St. -2.97 -2.84 -2.6 -2.80 0.6042 119
108 Yale -2.91 -2.96 -2.65 -2.84 0.6502 104
109 Georgetown -2.92 -2.86 -2.77 -2.85 0.7846 59
110 Temple -2.9 -2.97 -2.7 -2.86 0.6671 97
111 Eastern Michigan -3.06 -3.05 -2.6 -2.90 0.6601 99
112 Grand Canyon -2.91 -2.98 -2.84 -2.91 0.4300 194
113 Oakland -2.94 -2.93 -2.95 -2.94 0.6521 102
114 Syracuse -3.04 -2.98 -2.82 -2.95 0.8311 46
115 New Mexico -2.84 -2.95 -3.06 -2.95 0.6553 100
116 Louisiana Lafayette -2.79 -3.11 -2.99 -2.96 0.6346 113
117 Sam Houston St. -2.91 -3.13 -3.06 -3.03 0.4143 197
118 Georgia St. -3.12 -3.27 -2.73 -3.04 0.5385 147
119 San Diego St. -3.01 -2.99 -3.16 -3.05 0.7618 67
120 Louisiana Tech -3.02 -3.18 -3.09 -3.10 0.7092 82
121 Fort Wayne -3.11 -3.15 -3.07 -3.11 0.6402 109
122 Loyola Chicago -3.28 -3.2 -3.24 -3.24 0.6480 106
123 Samford -3.13 -3.53 -3.12 -3.26 0.5029 157
124 Eastern Washington -3.29 -3.27 -3.31 -3.29 0.3901 208
125 Marshall -3.37 -3.52 -3.05 -3.31 0.6105 118
126 UMBC -3.38 -3.53 -3.22 -3.38 0.4321 193
127 Davidson -3.45 -3.47 -3.28 -3.40 0.7302 76
128 Cal St. Bakersfield -3.47 -3.53 -3.32 -3.44 0.5875 127
129 Massachusetts -3.51 -3.59 -3.32 -3.47 0.6404 108
130 UAB -3.44 -3.53 -3.48 -3.48 0.5750 134
131 New Hampshire -3.59 -3.72 -3.31 -3.54 0.4792 174
132 Missouri St. -3.58 -3.6 -3.77 -3.65 0.6390 110
133 Richmond -3.67 -3.73 -3.63 -3.68 0.6256 117
134 Wyoming -3.82 -3.72 -3.53 -3.69 0.5515 142
135 LSU -3.84 -3.72 -3.65 -3.74 0.5306 149
136 Arizona St. -3.83 -3.71 -3.69 -3.74 0.5676 138
137 North Carolina Central -3.78 -3.73 -3.74 -3.75 0.5283 150
138 Rice -3.75 -3.84 -3.7 -3.76 0.5766 133
139 New Orleans -3.7 -3.76 -3.86 -3.77 0.3446 233
140 Old Dominion -3.91 -3.98 -3.73 -3.87 0.5710 135
141 Saint Joseph’s -4.04 -4.06 -3.74 -3.95 0.5832 129
142 Tennessee St. -4.08 -4.11 -3.69 -3.96 0.5256 151
143 George Washington -4.01 -4.03 -3.88 -3.97 0.5009 158
144 Iona -4.23 -4.28 -3.59 -4.03 0.5704 137
145 Tennessee Martin -3.98 -4.13 -4.12 -4.08 0.3691 220
146 Canisius -4.11 -4.23 -3.91 -4.08 0.5151 153
147 Furman -4.05 -4.4 -3.95 -4.13 0.5778 132
148 Lehigh -4.08 -4.32 -4.03 -4.14 0.6380 111
149 Colorado -4.29 -4.02 -4.26 -4.19 0.7058 83
150 Wright St. -4.27 -4.27 -4.08 -4.21 0.4658 183
151 Northeastern -4.33 -4.35 -3.99 -4.22 0.6345 114
152 UC Irvine -4.36 -4.33 -3.99 -4.23 0.5815 131
153 Central Michigan -4.39 -4.36 -3.95 -4.23 0.4685 181
154 Colorado St. -4.23 -4.12 -4.46 -4.27 0.5453 145
155 Weber St. -4.45 -4.36 -4.46 -4.42 0.5931 124
156 Washington St. -4.45 -4.34 -4.56 -4.45 0.3478 231
157 Green Bay -4.55 -4.59 -4.38 -4.51 0.4583 186
158 North Dakota -4.6 -4.63 -4.3 -4.51 0.4441 190
159 Little Rock -4.55 -4.65 -4.4 -4.53 0.4246 195
160 Texas -4.57 -4.53 -4.52 -4.54 0.7599 69
161 Jacksonville St. -4.47 -4.75 -4.44 -4.55 0.4452 189
162 Northern Illinois -4.79 -4.72 -4.67 -4.73 0.4702 179
163 Northern Kentucky -4.85 -4.82 -4.65 -4.77 0.4707 177
164 USC Upstate -4.87 -5.01 -4.51 -4.80 0.3386 240
165 Ball St. -4.89 -4.81 -4.72 -4.81 0.4826 172
166 Nebraska Omaha -4.92 -4.94 -4.84 -4.90 0.4622 184
167 William & Mary -5.03 -5.14 -4.61 -4.93 0.4968 162
168 Washington -4.95 -4.89 -5.03 -4.96 0.5986 122
169 Boston College -5.24 -5.09 -4.63 -4.99 0.5134 154
170 Denver -5.02 -5.08 -4.88 -4.99 0.4942 164
171 Albany -5.06 -5.25 -4.99 -5.10 0.5481 144
172 Connecticut -5.3 -5.07 -4.98 -5.12 0.6671 96
173 St. John’s -5.26 -5.11 -5.02 -5.13 0.6408 107
174 Portland St. -5.13 -5.11 -5.19 -5.14 0.4090 198
175 Charlotte -5.21 -5.3 -4.94 -5.15 0.3624 222
176 Elon -5.35 -5.32 -4.88 -5.18 0.5415 146
177 Rider -5.38 -5.37 -4.9 -5.22 0.3892 209
178 Towson -5.23 -5.42 -5.03 -5.23 0.5609 139
179 Penn -5.32 -5.4 -5.01 -5.24 0.4853 170
180 South Dakota -5.23 -5.29 -5.29 -5.27 0.4721 176
181 UC Davis -5.44 -5.35 -5.03 -5.27 0.3959 204
182 UNLV -5.42 -5.24 -5.26 -5.31 0.3908 207
183 Toledo -5.33 -5.54 -5.18 -5.35 0.5523 141
184 Buffalo -5.54 -5.54 -5.03 -5.37 0.5041 156
185 Columbia -5.49 -5.55 -5.35 -5.46 0.4018 200
186 Northern Iowa -5.5 -5.37 -5.62 -5.50 0.5490 143
187 LIU Brooklyn -5.51 -5.69 -5.43 -5.54 0.2924 259
188 Brown -5.65 -5.73 -5.32 -5.57 0.2985 255
189 Holy Cross -5.61 -5.78 -5.44 -5.61 0.4014 201
190 Southeastern Louisiana -5.6 -5.67 -5.65 -5.64 0.3426 236
191 San Jose St. -5.73 -5.73 -5.65 -5.70 0.3505 230
192 Southern Illinois -5.63 -5.73 -5.78 -5.71 0.5077 155
193 Saint Peter’s -5.79 -5.91 -5.53 -5.74 0.4931 165
194 Portland -5.77 -5.81 -5.76 -5.78 0.3553 225
195 Gardner Webb -5.74 -6 -5.77 -5.84 0.3928 205
196 Santa Clara -5.77 -5.79 -6.03 -5.86 0.4990 160
197 San Diego -5.89 -5.88 -5.84 -5.87 0.3516 227
198 Coastal Carolina -5.96 -6.23 -5.75 -5.98 0.3885 210
199 Utah St. -6.13 -6.02 -5.96 -6.04 0.4920 166
200 East Carolina -6.07 -6.21 -5.94 -6.07 0.4212 196
201 Nicholls St. -6.06 -6.22 -6.01 -6.10 0.1813 311
202 Texas A&M Corpus Chris -5.98 -6.11 -6.22 -6.10 0.3027 253
203 Stony Brook -6.2 -6.38 -5.98 -6.19 0.3736 219
204 Loyola Marymount -6.24 -6.22 -6.11 -6.19 0.4671 182
205 Radford -6.27 -6.5 -5.82 -6.20 0.2450 281
206 Lamar -6.11 -6.22 -6.3 -6.21 0.3015 254
207 Utah Valley -6.21 -6.21 -6.24 -6.22 0.3738 218
208 Texas St. -6.29 -6.39 -5.99 -6.22 0.3522 226
209 Fairleigh Dickinson -6.32 -6.37 -6.08 -6.26 0.3207 246
210 Mount St. Mary’s -6.28 -6.4 -6.18 -6.29 0.3782 214
211 Evansville -6.23 -6.4 -6.29 -6.31 0.4918 167
212 Kent St. -6.36 -6.36 -6.23 -6.32 0.5209 152
213 Loyola MD -6.36 -6.51 -6.23 -6.37 0.2904 260
214 South Carolina St. -6.4 -6.49 -6.32 -6.40 0.1115 337
215 Illinois Chicago -6.43 -6.38 -6.65 -6.49 0.3772 215
216 Boston University -6.6 -6.65 -6.24 -6.50 0.4974 161
217 Northwestern St. -6.53 -6.44 -6.7 -6.56 0.2033 305
218 Liberty -6.72 -6.87 -6.21 -6.60 0.3391 238
219 DePaul -6.59 -6.63 -6.59 -6.60 0.4564 187
220 Houston Baptist -6.7 -6.78 -6.69 -6.72 0.3100 251
221 Troy -6.82 -6.97 -6.55 -6.78 0.4911 168
222 Stephen F. Austin -6.7 -6.75 -6.91 -6.79 0.3326 242
223 High Point -6.87 -7.09 -6.65 -6.87 0.2468 279
224 Duquesne -6.96 -6.96 -6.73 -6.88 0.3844 212
225 Fairfield -7 -7.08 -6.69 -6.92 0.3806 213
226 Long Beach St. -7.22 -6.98 -6.62 -6.94 0.3308 243
227 Hofstra -6.97 -7.16 -6.75 -6.96 0.4752 175
228 Idaho -7.03 -6.99 -6.9 -6.97 0.3052 252
229 Fordham -7.04 -7.08 -6.82 -6.98 0.3997 202
230 Murray St. -6.92 -7.07 -7.02 -7.00 0.4816 173
231 Montana -7.15 -7.1 -6.87 -7.04 0.4996 159
232 Seattle -7.13 -7.07 -7.1 -7.10 0.2284 291
233 Mercer -7.09 -7.48 -6.8 -7.12 0.4707 178
234 Appalachian St. -7.23 -7.33 -6.81 -7.12 0.3437 234
235 Hawaii -7.16 -7.16 -7.06 -7.13 0.3757 216
236 Jacksonville -7.17 -7.25 -7.01 -7.14 0.3165 250
237 Morehead St. -7.24 -7.31 -7.03 -7.19 0.4419 192
238 IUPUI -7.23 -7.34 -7.19 -7.25 0.4697 180
239 UMKC -7.31 -7.33 -7.24 -7.29 0.2690 270
240 Navy -7.26 -7.55 -7.14 -7.32 0.3913 206
241 Lipscomb -7.46 -7.54 -7.04 -7.35 0.4432 191
242 Incarnate Word -7.31 -7.33 -7.45 -7.36 0.1870 309
243 South Alabama -7.42 -7.62 -7.23 -7.42 0.3436 235
244 Siena -7.53 -7.83 -7.11 -7.49 0.4901 169
245 UTSA -7.54 -7.49 -7.51 -7.51 0.2225 295
246 Quinnipiac -7.58 -7.82 -7.48 -7.63 0.3266 244
247 Bowling Green -7.7 -7.73 -7.48 -7.64 0.3201 247
248 Western Michigan -7.79 -7.76 -7.39 -7.65 0.3960 203
249 Wagner -7.7 -7.71 -7.53 -7.65 0.3512 229
250 Pacific -7.73 -7.71 -7.53 -7.66 0.3655 221
251 Indiana St. -7.69 -7.54 -7.75 -7.66 0.4501 188
252 Western Kentucky -7.71 -7.76 -7.52 -7.66 0.3608 223
253 Campbell -7.63 -7.88 -7.53 -7.68 0.2450 282
254 Abilene Christian -7.71 -7.9 -7.8 -7.80 0.1978 306
255 Savannah St. -7.93 -7.84 -7.83 -7.87 0.1171 335
256 Alcorn St. -7.8 -7.91 -8.04 -7.92 0.1477 325
257 Air Force -7.97 -7.92 -7.9 -7.93 0.4070 199
258 Binghamton -8.01 -8.21 -7.75 -7.99 0.2297 289
259 Southern -7.97 -8.12 -7.97 -8.02 0.2389 286
260 Northern Colorado -7.99 -8.09 -7.98 -8.02 0.2927 258
261 UC Riverside -8.09 -7.97 -8.03 -8.03 0.2386 287
262 NJIT -8.07 -8.2 -7.9 -8.06 0.3559 224
263 Wofford -7.97 -8.34 -8.1 -8.14 0.4830 171
264 Miami OH -8.37 -8.31 -7.82 -8.17 0.2674 272
265 Bradley -8.24 -8.28 -8.13 -8.22 0.3169 249
266 Cornell -8.39 -8.36 -7.96 -8.24 0.2862 263
267 Cal St. Fullerton -8.35 -8.22 -8.14 -8.24 0.2161 298
268 South Florida -8.18 -8.28 -8.31 -8.26 0.2713 268
269 North Florida -8.53 -8.45 -8.01 -8.33 0.2845 264
270 McNeese St. -8.44 -8.54 -8.37 -8.45 0.1581 320
271 Oral Roberts -8.53 -8.52 -8.39 -8.48 0.3754 217
272 Missouri -8.53 -8.55 -8.39 -8.49 0.4607 185
273 Cal St. Northridge -8.69 -8.45 -8.47 -8.54 0.2868 262
274 Morgan St. -8.72 -8.71 -8.63 -8.69 0.1313 331
275 Prairie View A&M -8.66 -8.82 -8.66 -8.71 0.1674 317
276 The Citadel -8.59 -9.05 -8.62 -8.75 0.1975 307
277 Charleston Southern -8.76 -8.92 -8.7 -8.79 0.2178 297
278 Army -8.84 -8.96 -8.66 -8.82 0.3389 239
279 Eastern Illinois -8.89 -8.88 -8.73 -8.83 0.3871 211
280 South Dakota St. -9.02 -8.98 -8.89 -8.96 0.3372 241
281 Norfolk St. -8.97 -9.07 -8.99 -9.01 0.1768 312
282 St. Francis PA -9.07 -9.08 -8.94 -9.03 0.2719 266
283 Louisiana Monroe -9.05 -9.29 -8.99 -9.11 0.2701 269
284 Saint Louis -9.17 -9.21 -8.96 -9.11 0.1965 308
285 Grambling St. -9.14 -9.23 -9 -9.12 0.0939 341
286 Western Illinois -9.18 -9.26 -9.03 -9.16 0.2402 285
287 Montana St. -9.15 -9.29 -9.04 -9.16 0.3198 248
288 Cleveland St. -9.2 -9.24 -9.09 -9.18 0.3419 237
289 Western Carolina -9.17 -9.5 -8.96 -9.21 0.1400 326
290 UT Rio Grande Valley -9.22 -9.21 -9.28 -9.24 0.2150 300
291 Maryland Eastern Shore -9.37 -9.35 -9.14 -9.29 0.1667 318
292 Drexel -9.3 -9.49 -9.11 -9.30 0.3512 228
293 Dartmouth -9.34 -9.43 -9.13 -9.30 0.2114 301
294 Delaware -9.27 -9.47 -9.21 -9.32 0.2185 296
295 American -9.3 -9.43 -9.25 -9.33 0.2305 288
296 Hampton -9.39 -9.53 -9.08 -9.33 0.1577 321
297 Howard -9.52 -9.4 -9.17 -9.36 0.1234 333
298 Southeast Missouri St. -9.59 -9.58 -9.41 -9.53 0.2871 261
299 Sacramento St. -9.56 -9.58 -9.65 -9.60 0.1688 316
300 Jackson St. -9.61 -9.79 -9.64 -9.68 0.1699 315
301 Longwood -9.77 -9.87 -9.56 -9.73 0.0888 343
302 Austin Peay -9.93 -9.9 -9.42 -9.75 0.2293 290
303 Kennesaw St. -9.87 -9.95 -9.54 -9.79 0.2586 275
304 North Texas -9.71 -9.9 -9.75 -9.79 0.2088 303
305 VMI -9.74 -10.04 -9.63 -9.80 0.1313 330
306 Eastern Kentucky -9.91 -9.96 -9.57 -9.81 0.2413 284
307 Manhattan -9.84 -9.99 -9.66 -9.83 0.2976 256
308 Tulane -9.76 -9.82 -9.91 -9.83 0.2718 267
309 Marist -9.89 -10.03 -9.58 -9.83 0.2108 302
310 Robert Morris -9.83 -10 -9.76 -9.86 0.2255 294
311 UMass Lowell -10.05 -10.12 -9.57 -9.91 0.2679 271
312 Lafayette -9.99 -10.09 -9.75 -9.94 0.1108 338
313 UC Santa Barbara -10.05 -10.01 -9.84 -9.97 0.2277 292
314 Youngstown St. -10.08 -10.01 -9.86 -9.98 0.2151 299
315 Southern Miss -10.08 -10.06 -9.89 -10.01 0.1271 332
316 Drake -10 -9.95 -10.12 -10.02 0.3225 245
317 Pepperdine -10.31 -10.36 -9.85 -10.17 0.2267 293
318 Florida Atlantic -10.37 -10.37 -9.88 -10.21 0.2503 277
319 Stetson -10.33 -10.35 -9.99 -10.22 0.1573 322
320 UTEP -10.21 -10.28 -10.19 -10.23 0.2087 304
321 Tennessee Tech -10.23 -10.41 -10.1 -10.25 0.2927 257
322 Sacred Heart -10.43 -10.48 -10.21 -10.37 0.1744 313
323 Milwaukee -10.4 -10.45 -10.4 -10.42 0.2594 274
324 Coppin St. -10.59 -10.48 -10.45 -10.51 0.0658 349
325 Bryant -10.66 -10.87 -10.57 -10.70 0.2469 278
326 Cal Poly -10.84 -10.61 -10.77 -10.74 0.1854 310
327 Idaho St. -10.86 -10.74 -10.64 -10.75 0.1555 323
328 Delaware St. -10.97 -11.04 -10.67 -10.89 0.1134 336
329 Chicago St. -10.93 -10.98 -10.9 -10.94 0.1333 329
330 Central Arkansas -10.85 -11.01 -10.95 -10.94 0.1714 314
331 Mississippi Valley St. -11.1 -11 -10.89 -11.00 0.0788 345
332 Alabama St. -11.16 -11.27 -11.08 -11.17 0.0952 340
333 Niagara -11.3 -11.41 -11.13 -11.28 0.2607 273
334 Colgate -11.41 -11.47 -11.12 -11.33 0.2532 276
335 Detroit -11.37 -11.49 -11.3 -11.39 0.2433 283
336 Oregon St. -11.68 -11.44 -11.36 -11.49 0.2753 265
337 James Madison -11.48 -11.77 -11.3 -11.52 0.3464 232
338 Florida A&M -11.83 -11.93 -11.75 -11.84 0.0700 348
339 Hartford -12.01 -12.19 -11.73 -11.98 0.1395 327
340 FIU -12.15 -12.33 -11.94 -12.14 0.2460 280
341 Presbyterian -12.32 -12.57 -12.12 -12.34 0.0592 350
342 SIU Edwardsville -12.73 -12.63 -12.29 -12.55 0.1658 319
343 Bethune Cookman -12.58 -12.73 -12.69 -12.67 0.0844 344
344 Arkansas Pine Bluff -12.93 -12.9 -12.51 -12.78 0.0763 346
345 Maine -12.87 -13.08 -12.5 -12.82 0.1351 328
346 Central Connecticut -13.51 -13.54 -13.26 -13.44 0.0918 342
347 Southern Utah -13.57 -13.52 -13.44 -13.51 0.1531 324
348 St. Francis NY -13.58 -13.73 -13.33 -13.55 0.1053 339
349 Northern Arizona -13.74 -13.66 -13.59 -13.66 0.1202 334
350 Alabama A&M -13.85 -13.82 -13.63 -13.77 0.0393 351
351 North Carolina A&T -15.26 -15.33 -14.99 -15.19 0.0743 347
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