WAB is descriptive, not predictive

Yesterday Hagrin asked me if I had tested the predictive power of WAB. The short answer is that WAB is not a predictive metric. KenPom’s Pyth, Sagagin’s Predictor, Massey’s Power, and ESPN’s (cough) BPI should all be more predictive than the WAB results a team has produced (according to that metric). Xavier is a good example of this. They have outperformed their power rating, by a fairly large margin. They are 15th in the KenPom ratings, but have a top-4 resume. Michigan State is an example in the other direction. They have been better on a possession-by-possession basis, but has slightly under-performed their rating. In other words, you’d rather see Xavier in your region than Michigan State.

Princeton controls their own destiny for making the NCAA Tournament. However, it is possible they win six out of their next seven games (losing a tiebreaker game), and fail to get an auto-bid. In that case they’d finish with approximately 0.46 Wins-Above-Bubble on average. That might keep them in 48th place, although that would depend on how the teams near them in the rankings finish the season.

Rank School KenPom Sagarin Massey BPI WAB avg
1 Villanova 6.61 6.45 7.01 6.89 6.74
2 Kansas 6.29 6.44 5.64 6.26 6.16
3 Xavier 5.69 5.9 6.25 6.04 5.97
4 Oklahoma 5.77 5.6 5.5 5.82 5.67
5 Virginia 5.29 5.44 5.37 5.68 5.45
6 Miami FL 4.99 5.23 4.91 5.3 5.11
7 Michigan St. 4.76 5.11 5.06 4.93 4.97
8 West Virginia 4.49 4.31 4.12 4.43 4.34
9 North Carolina 4.14 4.38 4.12 4.53 4.29
10 Duke 4.18 4.21 4.1 4.36 4.21
11 Maryland 4.14 4.28 4.07 4.23 4.18
12 Iowa 3.77 4.12 3.52 3.93 3.84
13 Arizona 3.26 3.37 3.22 3.88 3.43
14 Oregon 3.24 3.23 3.11 3.71 3.32
15 Iowa St. 3.21 3.25 2.84 3.33 3.16
16 SMU 3.05 3.01 3.21 3.29 3.14
17 Purdue 2.85 3.41 3.08 3.09 3.11
18 Dayton 3.07 2.84 3.01 3.21 3.03
19 Utah 2.91 2.88 2.78 3.37 2.99
20 Kentucky 2.92 3.03 2.62 3.31 2.97
21 Saint Joseph’s 2.96 2.85 2.85 3.16 2.96
22 Louisville 2.6 2.66 2.36 2.77 2.60
23 Baylor 2.69 2.53 2.25 2.75 2.56
24 South Carolina 2.54 2.39 2.21 2.72 2.47
25 Texas 2.28 2.58 2.23 2.67 2.44
26 Texas A&M 2.25 2.29 1.89 2.94 2.34
27 Notre Dame 2.23 2.34 2.18 2.44 2.30
28 Indiana 2.12 2.26 2.25 2.2 2.21
29 Arkansas Little Rock 2.51 1.86 2.01 1.77 2.04
30 USC 1.9 1.8 1.76 2.15 1.90
31 Providence 1.75 1.94 1.84 1.86 1.85
32 Seton Hall 1.35 1.22 1.61 1.44 1.41
33 Michigan 1.31 1.59 1.04 1.46 1.35
34 Connecticut 1.12 1.15 1.33 1.62 1.31
35 Texas Tech 1.21 1.16 0.87 1.27 1.13
36 Florida 1.14 1.2 0.57 1.5 1.10
37 Chattanooga 1.5 0.75 1.17 0.98 1.10
38 Alabama 1.04 1.02 0.68 1.4 1.04
39 Butler 0.82 0.83 1.19 0.96 0.95
40 Pittsburgh 0.91 0.92 0.84 1.1 0.94
41 Syracuse 0.73 0.85 0.79 1.03 0.85
42 California 0.72 0.8 0.62 1.04 0.80
43 Colorado 0.69 0.77 0.6 1.09 0.79
44 Gonzaga 0.63 0.85 0.55 0.63 0.67
45 Valparaiso 0.86 0.34 0.84 0.41 0.61
46 Monmouth 1.01 0.5 0.71 0.2 0.61
47 Hawaii 0.81 0.54 0.71 0.27 0.58
48 Princeton 0.72 0.29 0.37 0.13 0.38
49 Saint Mary’s 0.41 0.53 0.41 0.12 0.37
50 Cincinnati 0.22 0.12 0.25 0.57 0.29
51 Florida St. 0.12 0.23 0.05 0.42 0.21
52 George Washington 0.03 -0.17 0.05 0.03 -0.02
53 Wichita St. 0.07 -0.09 0.04 -0.14 -0.03
54 VCU -0.07 -0.16 -0.07 0.15 -0.04
55 Akron 0.16 -0.44 -0.05 -0.32 -0.16
56 Oregon St. -0.2 -0.33 -0.37 -0.08 -0.25
57 Wisconsin -0.21 -0.03 -0.75 -0.04 -0.26
58 San Diego St. -0.2 -0.23 -0.35 -0.27 -0.26
59 Tulsa -0.23 -0.41 -0.5 -0.09 -0.31
60 Temple -0.41 -0.33 -0.39 -0.2 -0.33
61 Grand Canyon -0.18 -0.49 -0.37 -0.6 -0.41
62 Stony Brook -0.06 -0.57 -0.35 -0.9 -0.47
63 UC Irvine -0.26 -0.48 -0.32 -0.87 -0.48
64 Houston -0.59 -0.74 -0.72 -0.31 -0.59
65 Kansas St. -0.62 -0.54 -0.83 -0.46 -0.61
66 Yale -0.45 -0.67 -0.74 -0.99 -0.71
67 Creighton -0.89 -0.82 -0.55 -0.93 -0.80
68 UNC Wilmington -0.52 -1.31 -0.63 -1.12 -0.90
69 Evansville -0.78 -1.02 -0.97 -1.29 -1.02
70 St. Bonaventure -0.93 -1.21 -1 -1 -1.04
71 Clemson -1.33 -1.1 -1.23 -0.83 -1.12
72 IPFW -0.82 -1.44 -1.1 -1.57 -1.23
73 UAB -1 -1.29 -1.22 -1.46 -1.24
74 Ohio St. -1.43 -1.25 -1.21 -1.2 -1.27
75 BYU -1.3 -1.12 -1.34 -1.46 -1.31
76 Vanderbilt -1.43 -1.36 -1.78 -1.16 -1.43
77 Northwestern -1.44 -1.22 -1.7 -1.37 -1.43
78 LSU -1.43 -1.48 -1.73 -1.11 -1.44
79 Washington -1.68 -1.58 -1.81 -1.25 -1.58
80 Georgia Tech -1.72 -1.56 -1.77 -1.34 -1.60
81 Hofstra -1.18 -2.07 -1.38 -1.79 -1.61
82 Georgia -1.76 -1.72 -1.99 -1.19 -1.67
83 UCLA -1.76 -1.64 -1.87 -1.43 -1.68
84 Stephen F. Austin -1.46 -1.73 -1.72 -1.86 -1.69
85 Marquette -1.79 -1.91 -1.46 -1.61 -1.69
86 Mississippi -1.78 -1.73 -2.02 -1.37 -1.73
87 Stanford -1.84 -1.7 -1.98 -1.46 -1.75
88 South Dakota St. -1.3 -2 -1.6 -2.09 -1.75
89 Texas A&M Corpus Chris -1.41 -1.94 -1.75 -1.96 -1.77
90 William & Mary -1.49 -2.31 -1.75 -2.06 -1.90
91 UT Arlington -1.63 -2.26 -2.11 -2.28 -2.07
92 Southern Illinois -1.99 -2.2 -2.19 -2.7 -2.27
93 Davidson -2.4 -2.47 -2.36 -2.11 -2.34
94 Louisiana Tech -2.18 -2.46 -2.48 -2.48 -2.40
95 Middle Tennessee -2.25 -2.6 -2.52 -2.55 -2.48
96 Arizona St. -2.75 -2.74 -2.89 -2.35 -2.68
97 Oakland -2.41 -2.92 -2.82 -2.81 -2.74
98 Virginia Tech -2.82 -2.71 -2.89 -2.58 -2.75
99 Albany -2.38 -3.01 -2.65 -3.31 -2.84
100 Georgetown -2.99 -3.2 -2.67 -2.87 -2.93
101 James Madison -2.53 -3.37 -2.75 -3.16 -2.95
102 Fresno St. -3.06 -3.14 -3.19 -3.23 -3.16
103 Ohio -2.95 -3.52 -3.1 -3.18 -3.19
104 Boise St. -3.17 -3.08 -3.49 -3.26 -3.25
105 Long Beach St. -3.03 -3.33 -3.11 -3.55 -3.26
106 Winthrop -3.01 -3.62 -3.22 -3.34 -3.30
107 Belmont -3.04 -3.44 -3.17 -3.54 -3.30
108 Columbia -3.01 -3.36 -3.35 -3.64 -3.34
109 Penn St. -3.54 -3.14 -3.35 -3.44 -3.37
110 Nebraska -3.55 -3.21 -3.48 -3.34 -3.40
111 North Carolina St. -3.67 -3.39 -3.35 -3.27 -3.42
112 Tennessee Tech -3.16 -3.66 -3.36 -3.68 -3.47
113 Nevada -3.47 -3.51 -3.6 -3.65 -3.56
114 Siena -3.18 -3.79 -3.49 -4.14 -3.65
115 New Mexico -3.63 -3.53 -3.81 -3.67 -3.66
116 Kent St. -3.61 -3.99 -3.63 -3.8 -3.76
117 Montana -3.63 -3.76 -3.77 -3.99 -3.79
118 New Mexico St. -3.63 -4.04 -3.78 -3.98 -3.86
119 Memphis -3.97 -4.04 -4.08 -3.71 -3.95
120 Richmond -4.01 -4.06 -4.11 -3.68 -3.97
121 Weber St. -3.81 -4.05 -3.95 -4.29 -4.03
122 Cal St. Bakersfield -3.89 -4.14 -4.03 -4.24 -4.08
123 Wake Forest -4.51 -4.15 -4.59 -3.97 -4.31
124 Louisiana Lafayette -3.93 -4.59 -4.47 -4.45 -4.36
125 Tennessee St. -4.08 -4.54 -4.25 -4.6 -4.37
126 Northern Illinois -4.19 -4.67 -4.24 -4.38 -4.37
127 Illinois St. -4.19 -4.38 -4.36 -4.58 -4.38
128 Northern Iowa -4.26 -4.47 -4.42 -4.57 -4.43
129 Oklahoma St. -4.31 -4.42 -4.55 -4.44 -4.43
130 College of Charleston -4.07 -4.89 -4.24 -4.59 -4.45
131 Pepperdine -4.4 -4.27 -4.55 -4.69 -4.48
132 Southern -4.27 -4.57 -4.58 -4.5 -4.48
133 North Florida -4.34 -4.65 -4.5 -4.59 -4.52
134 Iona -4.21 -4.76 -4.5 -4.87 -4.59
135 East Tennessee St. -4.21 -4.98 -4.54 -4.72 -4.61
136 UC Santa Barbara -4.4 -5.01 -4.42 -4.7 -4.63
137 Tennessee -4.81 -4.53 -5.11 -4.29 -4.69
138 UNC Asheville -4.42 -4.93 -4.65 -4.84 -4.71
139 Green Bay -4.52 -5.07 -4.51 -4.89 -4.75
140 Rhode Island -4.87 -5.03 -4.96 -4.82 -4.92
141 High Point -4.66 -5.25 -4.87 -4.97 -4.94
142 Ball St. -4.69 -5.2 -4.79 -5.09 -4.94
143 Towson -4.61 -5.43 -4.81 -5.27 -5.03
144 Buffalo -4.9 -5.33 -5.02 -4.96 -5.05
145 Arkansas -5.16 -5.09 -5.57 -4.58 -5.10
146 Duquesne -5.19 -5.17 -5.13 -4.94 -5.11
147 UNLV -5.14 -5.1 -5.28 -5.13 -5.16
148 Milwaukee -4.98 -5.45 -4.9 -5.49 -5.21
149 TCU -5.18 -5.12 -5.51 -5.1 -5.23
150 Hampton -5.02 -5.44 -5.27 -5.39 -5.28
151 Illinois -5.4 -5.31 -5.4 -5.21 -5.33
152 Utah St. -5.37 -5.3 -5.5 -5.32 -5.37
153 Mercer -5.09 -5.74 -5.43 -5.58 -5.46
154 North Dakota St. -5.22 -5.81 -5.39 -5.9 -5.58
155 Fordham -5.57 -5.74 -5.67 -5.43 -5.60
156 Toledo -5.41 -6.05 -5.4 -5.85 -5.68
157 Old Dominion -5.5 -5.81 -5.74 -5.75 -5.70
158 Fairfield -5.33 -5.85 -5.75 -6.21 -5.79
159 New Hampshire -5.5 -5.93 -5.82 -6.17 -5.86
160 Elon -5.54 -6.38 -5.57 -6.04 -5.88
161 Wright St. -5.65 -6.16 -5.66 -6.12 -5.90
162 Auburn -5.96 -5.88 -6.33 -5.48 -5.91
163 Mississippi St. -5.97 -5.89 -6.28 -5.55 -5.92
164 Wagner -5.64 -6.06 -5.73 -6.35 -5.95
165 Nebraska Omaha -5.61 -6.21 -5.85 -6.22 -5.97
166 San Francisco -5.92 -5.75 -6.02 -6.21 -5.98
167 Northeastern -5.44 -6.37 -5.95 -6.17 -5.98
168 Morehead St. -5.83 -6.16 -5.92 -6.31 -6.06
169 Marshall -5.87 -6.22 -6.08 -6.14 -6.08
170 Incarnate Word -5.9 -6.14 -6.13 -6.31 -6.12
171 Coastal Carolina -5.95 -6.56 -6.14 -6.35 -6.25
172 Texas Southern -6.11 -6.45 -6.4 -6.44 -6.35
173 Eastern Washington -6.17 -6.42 -6.24 -6.61 -6.36
174 Furman -6.01 -6.76 -6.34 -6.46 -6.39
175 Idaho -6.05 -6.63 -6.34 -6.78 -6.45
176 Navy -6.05 -6.56 -6.33 -6.9 -6.46
177 Louisiana Monroe -5.97 -6.68 -6.53 -6.71 -6.47
178 Vermont -6.13 -6.61 -6.46 -6.83 -6.51
179 Georgia St. -6.17 -6.84 -6.75 -6.82 -6.65
180 Colorado St. -6.64 -6.59 -6.74 -6.69 -6.67
181 Radford -6.45 -7.19 -6.67 -6.72 -6.76
182 Eastern Michigan -6.68 -7.15 -6.92 -6.88 -6.91
183 Detroit -6.68 -6.99 -6.81 -7.18 -6.92
184 Houston Baptist -6.65 -7.09 -6.77 -7.18 -6.92
185 NJIT -6.57 -7.13 -6.86 -7.29 -6.96
186 UCF -6.99 -7.12 -7.01 -6.84 -6.99
187 Missouri -7.15 -7.13 -7.28 -6.6 -7.04
188 Central Michigan -6.9 -7.45 -6.98 -7.06 -7.10
189 Oral Roberts -6.83 -7.56 -7.07 -7.29 -7.19
190 Massachusetts -7.37 -7.49 -7.36 -7.05 -7.32
191 Boston University -6.92 -7.39 -7.12 -7.92 -7.34
192 DePaul -7.64 -7.59 -7.22 -7.3 -7.44
193 Murray St. -7.28 -7.69 -7.43 -7.64 -7.51
194 UTEP -7.25 -7.57 -7.51 -7.72 -7.51
195 Sam Houston St. -7.3 -7.76 -7.61 -7.71 -7.60
196 Penn -7.43 -7.71 -7.53 -7.74 -7.60
197 Tennessee Martin -7.35 -7.78 -7.54 -7.9 -7.64
198 South Carolina St. -7.42 -7.93 -7.56 -7.74 -7.66
199 Indiana St. -7.51 -7.87 -7.68 -8.08 -7.79
200 Wofford -7.63 -8.09 -7.95 -7.86 -7.88
201 Loyola Chicago -7.75 -7.88 -7.92 -8.02 -7.89
202 Florida Gulf Coast -7.62 -8.05 -7.85 -8.1 -7.91
203 Jackson St. -7.67 -8.11 -7.79 -8.09 -7.92
204 Army -7.69 -8 -7.86 -8.26 -7.95
205 Norfolk St. -7.88 -8.17 -8.05 -8.22 -8.08
206 East Carolina -7.97 -8.46 -8.2 -7.79 -8.11
207 Washington St. -8.36 -8.13 -8.49 -7.85 -8.21
208 Bucknell -7.89 -8.38 -8.12 -8.75 -8.29
209 Air Force -8.35 -8.36 -8.42 -8.32 -8.36
210 IUPUI -8.16 -8.64 -8.3 -8.56 -8.42
211 Gardner Webb -8.23 -8.63 -8.49 -8.32 -8.42
212 North Dakota -8.2 -8.6 -8.38 -8.64 -8.46
213 Georgia Southern -8.07 -8.62 -8.52 -8.62 -8.46
214 Cal Poly -8.37 -8.68 -8.47 -8.75 -8.57
215 Boston College -8.7 -8.52 -8.86 -8.35 -8.61
216 Alcorn St. -8.39 -8.78 -8.58 -8.85 -8.65
217 Idaho St. -8.58 -8.8 -8.67 -9.01 -8.77
218 Missouri St. -8.53 -8.73 -8.87 -9.05 -8.80
219 Cornell -8.59 -8.85 -8.89 -9.06 -8.85
220 Bowling Green -8.66 -9.13 -8.74 -9.01 -8.89
221 Lehigh -8.66 -9.04 -8.95 -9.31 -8.99
222 South Dakota -8.65 -9.27 -8.92 -9.14 -9.00
223 Western Kentucky -8.8 -9.06 -9 -9.15 -9.00
224 Jacksonville -8.69 -9.2 -8.91 -9.37 -9.04
225 Tulane -9.01 -9.21 -9.29 -8.8 -9.08
226 Saint Louis -9.05 -9.15 -9.2 -8.94 -9.09
227 St. John’s -9.33 -9.13 -8.97 -9.01 -9.11
228 Montana St. -8.84 -9.29 -9.03 -9.41 -9.14
229 Saint Peter’s -8.69 -9.22 -9.02 -9.64 -9.14
230 Manhattan -8.89 -9.23 -9.21 -9.55 -9.22
231 Fairleigh Dickinson -8.9 -9.37 -9.03 -9.61 -9.23
232 Harvard -9.07 -9.26 -9.26 -9.54 -9.28
233 Wyoming -9.14 -9.36 -9.39 -9.28 -9.29
234 Loyola Marymount -9.43 -9.05 -9.42 -9.53 -9.36
235 Savannah St. -9.16 -9.44 -9.33 -9.63 -9.39
236 Western Carolina -9.22 -9.82 -9.45 -9.35 -9.46
237 St. Francis PA -9.2 -9.59 -9.36 -9.78 -9.48
238 Seattle -9.31 -9.6 -9.44 -9.58 -9.48
239 Minnesota -9.68 -9.39 -9.58 -9.55 -9.55
240 Western Illinois -9.27 -9.92 -9.42 -9.87 -9.62
241 George Mason -9.47 -9.9 -9.68 -9.49 -9.64
242 Colgate -9.34 -9.69 -9.56 -10 -9.65
243 Eastern Kentucky -9.43 -9.97 -9.65 -10.01 -9.77
244 South Alabama -9.21 -10.06 -9.8 -10.05 -9.78
245 Texas St. -9.35 -10 -9.84 -10.13 -9.83
246 Denver -9.49 -10.2 -9.7 -10.24 -9.91
247 Utah Valley -9.8 -10.06 -9.99 -10.16 -10.00
248 Dartmouth -9.81 -10.19 -10.02 -10.38 -10.10
249 Arkansas St. -9.66 -10.34 -10.18 -10.44 -10.16
250 UMKC -10.02 -10.51 -10.23 -10.45 -10.30
251 La Salle -10.29 -10.57 -10.42 -10.08 -10.34
252 Western Michigan -10.09 -10.69 -10.27 -10.41 -10.37
253 UC Davis -10.28 -10.57 -10.32 -10.81 -10.50
254 Sacramento St. -10.25 -10.58 -10.44 -10.78 -10.51
255 Charlotte -10.47 -10.58 -10.37 -10.63 -10.51
256 Alabama A&M -10.26 -10.63 -10.4 -10.8 -10.52
257 Northern Kentucky -10.43 -10.73 -10.26 -10.77 -10.55
258 Youngstown St. -10.52 -10.8 -10.36 -10.91 -10.65
259 LIU Brooklyn -10.34 -10.76 -10.56 -11.19 -10.71
260 Rutgers -10.93 -10.7 -10.84 -10.66 -10.78
261 Santa Clara -10.95 -10.72 -10.92 -11.15 -10.94
262 Austin Peay -10.64 -11.07 -10.83 -11.24 -10.95
263 Mount St. Mary’s -10.68 -11.13 -10.87 -11.26 -10.99
264 UMass Lowell -10.72 -11.22 -10.94 -11.39 -11.07
265 Liberty -10.76 -11.4 -11.04 -11.17 -11.09
266 Central Arkansas -10.88 -11.38 -11.23 -11.32 -11.20
267 Portland -11.31 -11.04 -11.3 -11.34 -11.25
268 FIU -11 -11.4 -11.25 -11.45 -11.28
269 Alabama St. -10.99 -11.53 -11.22 -11.42 -11.29
270 UC Riverside -11.03 -11.49 -11.03 -11.73 -11.32
271 Kennesaw St. -11.04 -11.53 -11.3 -11.41 -11.32
272 Brown -11.21 -11.4 -11.37 -11.48 -11.37
273 Cal St. Fullerton -11.2 -11.49 -11.13 -11.76 -11.40
274 Howard -11.22 -11.6 -11.44 -11.73 -11.50
275 Eastern Illinois -11.2 -11.67 -11.41 -11.78 -11.52
276 North Texas -11.3 -11.56 -11.56 -11.68 -11.53
277 Rice -11.33 -11.6 -11.61 -11.61 -11.54
278 Miami OH -11.29 -11.88 -11.43 -11.68 -11.57
279 Cal St. Northridge -11.3 -11.77 -11.3 -11.97 -11.59
280 Pacific -11.63 -11.36 -11.69 -11.72 -11.60
281 New Orleans -11.27 -11.75 -11.56 -11.86 -11.61
282 Abilene Christian -11.42 -11.75 -11.69 -12.01 -11.72
283 Rider -11.35 -11.87 -11.66 -12.29 -11.79
284 Sacred Heart -11.46 -12 -11.71 -12.21 -11.85
285 Bethune Cookman -11.57 -12.01 -11.78 -12.05 -11.85
286 Northwestern St. -11.66 -11.95 -11.98 -11.94 -11.88
287 UNC Greensboro -11.6 -12.29 -11.78 -12.07 -11.94
288 Campbell -11.62 -12.32 -11.83 -12.04 -11.95
289 Canisius -11.46 -12.26 -11.85 -12.54 -12.03
290 Delaware -11.57 -12.61 -11.73 -12.22 -12.03
291 Samford -11.67 -12.35 -12.04 -12.39 -12.11
292 McNeese St. -11.97 -12.35 -12.34 -12.35 -12.25
293 Troy -11.75 -12.57 -12.26 -12.52 -12.28
294 San Diego -12.35 -12.18 -12.35 -12.63 -12.38
295 Holy Cross -12.03 -12.38 -12.31 -12.82 -12.39
296 Charleston Southern -12.19 -12.8 -12.45 -12.41 -12.46
297 South Florida -12.56 -12.63 -12.62 -12.25 -12.52
298 Portland St. -12.24 -12.71 -12.46 -12.83 -12.56
299 Cleveland St. -12.38 -12.96 -12.48 -12.69 -12.63
300 Lamar -12.39 -12.79 -12.64 -12.83 -12.66
301 St. Francis NY -12.33 -12.75 -12.48 -13.21 -12.69
302 North Carolina Central -12.53 -12.89 -12.77 -12.9 -12.77
303 Maryland Eastern Shore -12.59 -12.75 -12.95 -12.83 -12.78
304 Southeastern Louisiana -12.73 -13.05 -13.09 -13.08 -12.99
305 Northern Colorado -12.76 -13.1 -12.95 -13.17 -13.00
306 Quinnipiac -12.53 -13.12 -12.86 -13.53 -13.01
307 Nicholls St. -12.8 -13.13 -13.15 -13 -13.02
308 San Jose St. -13.05 -13 -13.08 -13.03 -13.04
309 VMI -12.88 -13.49 -13.12 -13.31 -13.20
310 Loyola MD -12.77 -13.29 -13.12 -13.67 -13.21
311 Coppin St. -13.15 -13.54 -13.26 -13.4 -13.34
312 American -12.96 -13.57 -13.34 -13.76 -13.41
313 Southern Miss -13.28 -13.59 -13.52 -13.68 -13.52
314 The Citadel -13.35 -14.11 -13.65 -13.91 -13.76
315 Maine -13.49 -13.93 -13.68 -14.18 -13.82
316 Appalachian St. -13.24 -14.14 -13.97 -14.09 -13.86
317 Arkansas Pine Bluff -13.59 -13.99 -14.06 -14 -13.91
318 Presbyterian -13.75 -14.31 -13.91 -13.93 -13.98
319 Lipscomb -13.78 -14.41 -13.93 -14.3 -14.11
320 Northern Arizona -13.99 -14.51 -14.36 -14.49 -14.34
321 Stetson -14.02 -14.57 -14.24 -14.65 -14.37
322 Florida A&M -14.07 -14.5 -14.34 -14.67 -14.40
323 Florida Atlantic -14.08 -14.41 -14.53 -14.57 -14.40
324 Drake -14.17 -14.42 -14.46 -14.75 -14.45
325 UT Rio Grande Valley -14.3 -14.7 -14.52 -14.76 -14.57
326 Robert Morris -14.4 -14.88 -14.52 -14.93 -14.68
327 Morgan St. -14.3 -14.87 -14.64 -15.04 -14.71
328 SIU Edwardsville -14.69 -15.02 -14.71 -14.99 -14.85
329 Grambling St. -14.79 -15.15 -15.02 -15.04 -15.00
330 North Carolina A&T -14.86 -15.06 -15.05 -15.17 -15.04
331 Delaware St. -15.06 -15.19 -14.89 -15.29 -15.11
332 Southern Utah -14.96 -15.18 -15.15 -15.41 -15.18
333 Binghamton -14.7 -15.35 -15.17 -15.5 -15.18
334 Jacksonville St. -14.99 -15.52 -15.12 -15.4 -15.26
335 Prairie View A&M -15.38 -15.61 -15.63 -15.71 -15.58
336 Hartford -15.26 -15.7 -15.47 -15.96 -15.60
337 Bradley -15.49 -15.89 -15.82 -16.05 -15.81
338 Longwood -15.49 -16.14 -15.73 -15.96 -15.83
339 Bryant -15.66 -15.96 -15.57 -16.21 -15.85
340 USC Upstate -15.63 -16.02 -15.85 -16.12 -15.91
341 Niagara -15.42 -16.11 -15.81 -16.53 -15.97
342 Drexel -15.73 -16.83 -15.92 -16.3 -16.20
343 Illinois Chicago -16.15 -16.65 -16.16 -16.68 -16.41
344 Mississippi Valley St. -16.29 -16.73 -16.48 -16.8 -16.58
345 Marist -16.23 -16.91 -16.63 -17.36 -16.78
346 Lafayette -16.51 -16.93 -16.71 -17.23 -16.85
347 Southeast Missouri St. -17.08 -17.4 -17.14 -17.41 -17.26
348 Chicago St. -17.75 -18.16 -17.8 -18.08 -17.95
349 UMBC -17.55 -18.16 -17.75 -18.39 -17.96
350 UTSA -17.97 -18.33 -18.21 -18.46 -18.24
351 Central Connecticut -18.68 -19.01 -18.83 -19.28 -18.95

 

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