Talisman Red's Women's College Basketball Ratings

Ratings using the formula of David Rothman

David Rothman (1935-2004) was the executive director of the Foundation for the Analysis of Competitions and Tournaments and produced computer ratings for four decades. His ratings have been recognized as a national championship selector in NCAA football for many years.

Files available:

David's formula includes only scores; locations, dates, and other information is ignored. I also preserve his method's source code from 1990(!) if you'd like to get it and try it yourself; let me know if you do!

Only games against NCAA competition are included on this page. Every season starts from scratch, so until 7-8 games are played the results have less utility. You'll still see unnatural "mixing" of the divisions until everyone has played a few more games.

         < DAVID ROTHMAN'S WOMENS COLLEGE BASKETBALL RANKINGS >         
   BASED ON 15369 GAMES BETWEEN 1084 TEAMS, AND NO OTHER INFORMATION    
                  THROUGH GAMES OF SUNDAY 5 APRIL 2026                  
      FOUNDATION FOR THE ANALYSIS OF COMPETITIONS AND TOURNAMENTS       

------------------------------------------------------------------------
 Rank Team                      W  L   Rating   PCT.   RRE   Conf.
------------------------------------------------------------------------
    1 UCLA                     37  1   122.64   .936  .996   BIG10   
    2 Connecticut              38  1   119.38   .959  .995   BIGEAST 
    3 South Carolina           36  4   117.35   .871  .994   SEC     
    4 Texas                    35  4   117.33   .868  .994   SEC     
    5 LSU                      29  6   110.14   .836  .988   SEC     
    6 Michigan                 28  7   107.21   .784  .984   BIG10   
    7 Vanderbilt               29  5   106.41   .815  .983   SEC     
    8 Ohio St                  27  8   103.36   .746  .978   BIG10   
    9 Iowa                     27  7   103.32   .741  .978   BIG10   
   10 Oklahoma                 26  8   103.19   .736  .978   SEC     
   11 Louisville               29  8   102.38   .775  .976   ACC     
   12 Duke                     27  9   102.11   .719  .976   ACC     
   13 TCU                      32  6   100.96   .812  .973   BIG12   
   14 Kentucky                 25 11   100.28   .690  .972   SEC     
   15 North Carolina           28  8   100.00   .748  .971   ACC     
   16 Minnesota                24  9    99.59   .714  .970   BIG10   
   17 Maryland                 24  9    99.31   .725  .970   BIG10   
   18 West Virginia            28  7    99.14   .777  .969   BIG12   
   19 Michigan St              23  9    98.23   .698  .967   BIG10   
   20 Notre Dame               25 11    98.00   .679  .967   ACC     
   21 Alabama                  24 11    97.75   .668  .966   SEC     
   22 Mississippi              24 12    97.50   .671  .965   SEC     
   23 Washington               22 11    96.34   .659  .962   BIG10   
   24 USC                      18 14    95.88   .567  .961   BIG10   
   25 Baylor                   25  9    95.20   .694  .959   BIG12   
   26 Georgia                  22 10    95.00   .676  .958   SEC     
   27 Oregon                   23 13    94.62   .638  .957   BIG10   
   28 Illinois                 22 12    94.62   .646  .957   BIG10   
   29 NC State                 21 11    94.11   .653  .956   ACC     
   30 Texas Tech               26  8    93.56   .733  .954   BIG12   
   31 Tennessee                16 14    93.36   .536  .953   SEC     
   32 Syracuse                 24  9    92.98   .689  .952   ACC     
   33 Oklahoma St              23 10    92.88   .692  .952   BIG12   
   34 Nebraska                 19 13    92.65   .610  .951   BIG10   
   35 Virginia Tech            23 10    91.11   .680  .946   ACC     
   36 Iowa St                  22 10    91.07   .683  .945   BIG12   
   37 Princeton                26  4    91.06   .797  .945   IVY     
   38 Villanova                25  8    91.04   .726  .945   BIGEAST 
   39 Virginia                 22 12    90.98   .638  .945   ACC     
   40 Colorado                 22 12    90.93   .639  .945   BIG12   
   41 Clemson                  21 12    90.13   .635  .942   ACC     
   42 BYU                      26 12    89.44   .646  .939   BIG12   
   43 Texas A&M                14 13    89.36   .500  .939   SEC     
   44 Arizona St               24 11    89.20   .653  .938   BIG12   
   45 Mississippi St           18 13    89.09   .593  .938   SEC     
   46 S Dakota St              27  7    88.50   .760  .935   SUMMIT  
   47 Kansas                   21 14    88.40   .601  .935   BIG12   
   48 Indiana                  18 14    88.12   .542  .934   BIG10   
   49 Richmond                 26  8    87.56   .745  .931   ATL10   
   50 Rhode Island             28  5    87.47   .793  .931   ATL10   
   51 Florida                  18 15    87.26   .559  .930   SEC     
   52 Columbia                 25  8    87.13   .730  .929   IVY     
   53 Stanford                 21 14    86.96   .598  .929   ACC     
   54 California               21 15    86.66   .585  .927   ACC     
   55 Utah                     19 13    86.57   .570  .927   BIG12   
   56 Kansas St                19 18    86.27   .512  .925   BIG12   
   57 Fairfield                28  5    85.86   .826  .923   MAAC    
   58 James Madison            26  9    85.80   .725  .923   SUN     
   59 Miami FL                 18 15    85.46   .551  .922   ACC     
   60 N Dakota St              29  5    84.31   .814  .916   SUMMIT  
   61 Wisconsin                16 18    84.17   .455  .915   BIG10   
   62 Missouri                 17 17    84.16   .478  .915   SEC     
   63 Rice                     29  6    83.84   .761  .913   AMER    
   64 Auburn                   15 17    83.81   .456  .913   SEC     
   65 George Mason             23 10    83.80   .675  .913   ATL10   
   66 San Diego St             27  6    83.68   .755  .912   MTNW    
   67 Gonzaga                  24 10    83.40   .689  .911   WCC     
   68 Purdue                   13 17    83.31   .448  .911   BIG10   
   69 Murray St                31  4    83.18   .801  .910   MOVAL   
   70 Seton Hall               19 13    82.55   .581  .906   BIGEAST 
   71 Colorado St              26  8    82.39   .737  .906   MTNW    
   72 Penn St                  11 18    81.85   .380  .902   BIG10   
   73 Georgia Tech             14 19    81.74   .458  .902   ACC     
   74 Troy                     24  8    81.61   .711  .901   SUN     
   75 South Florida            20 12    81.58   .611  .901   AMER    
   76 Marquette                18 12    81.43   .585  .900   BIGEAST 
   77 Harvard                  20 12    81.33   .626  .900   IVY     
   78 Miami OH                 27  7    81.30   .750  .899   MIDAM   
   79 Ga Southern              22  8    81.01   .688  .898   SUN     
   80 Oregon St                22 12    80.63   .626  .895   WCC     
   81 St John's                22 12    80.59   .604  .895   BIGEAST 
   82 Ball St                  25  7    80.32   .735  .893   MIDAM   
   83 Montana St               26  8    80.19   .726  .893   BIGSKY  
   84 Santa Clara              23 10    80.06   .681  .892   WCC     
   85 Davidson                 21 12    79.96   .633  .891   ATL10   
   86 Marshall                 28  9    79.88   .712  .891   SUN     
   87 Louisiana Tech           24  7    79.66   .734  .889   CUSA    
   88 Creighton                16 15    79.59   .513  .889   BIGEAST 
   89 McNeese St               27  6    79.10   .772  .886   STHLD   
   90 Arkansas St              27 10    79.03   .705  .885   SUN     
   91 UNLV                     21 11    78.97   .632  .885   MTNW    
   92 WI Green Bay             25  9    78.96   .703  .885   HORZ    
   93 St Joseph's PA           20 11    78.62   .628  .883   ATL10   
   94 Idaho                    28  6    78.57   .770  .883   BIGSKY  
   95 Grand Valley St          35  1    77.85   .945  .878   2-GLIAC 
   96 W Illinois               24  6    77.66   .761  .876   OVC     
   97 Massachusetts            23  7    77.51   .719  .875   MIDAM   
   98 Cincinnati               10 20    77.34   .373  .874   BIG12   
   99 Belmont                  20 12    77.13   .607  .873   MOVAL   
  100 Boise St                 24  9    77.13   .682  .873   MTNW    
  101 Arkansas                 12 20    76.96   .385  .872   SEC     
  102 Arizona                  12 18    76.67   .427  .870   BIG12   
  103 Lindenwood               23  8    76.65   .702  .870   OVC     
  104 Florida St               10 21    76.62   .339  .869   ACC     
  105 UC Irvine                26  7    76.57   .759  .869   BIGW    
  106 New Mexico               22 10    76.50   .655  .869   MTNW    
  107 Quinnipiac               27  7    76.47   .776  .868   MAAC    
  108 Vermont                  27  8    76.46   .743  .868   AMEAST  
  109 Loy Marymount            21 10    76.30   .657  .867   WCC     
  110 Georgetown               14 17    75.92   .477  .864   BIGEAST 
  111 Col Charleston           27  6    75.89   .774  .864   COAST   
  112 North Texas              18 14    75.75   .577  .863   AMER    
  113 South Dakota             24 10    75.52   .677  .861   SUMMIT  
  114 Northwestern              8 21    75.42   .294  .861   BIG10   
  115 East Carolina            22 10    75.34   .652  .860   AMER    
  116 UT San Antonio           18 16    75.17   .517  .859   AMER    
  117 Missouri St              23 13    75.03   .609  .858   CUSA    
  118 UC San Diego             24  9    74.69   .695  .855   BIGW    
  119 UCF                      11 19    74.69   .386  .855   BIG12   
  120 Rutgers                   9 20    74.34   .318  .853   BIG10   
  121 Pepperdine               21 13    74.28   .604  .852   WCC     
  122 Penn                     17 10    74.23   .610  .852   IVY     
  123 Portland                 19 15    74.20   .543  .852   WCC     
  124 E Kentucky               24  9    74.17   .703  .852   ASUN    
  125 Jacksonville             24  9    74.08   .673  .851   ASUN    
  126 Tulsa                    19 12    73.85   .584  .849   AMER    
  127 Howard                   26  8    73.83   .706  .849   MEAC    
  128 Northern Iowa            18 14    73.77   .563  .848   MOVAL   
  129 Cal Baptist              23 11    73.64   .645  .847   WAC     
  130 Illinois St              24 14    73.51   .604  .846   MOVAL   
  131 C Michigan               18 12    73.42   .586  .846   MIDAM   
  132 Old Dominion             18 14    73.40   .539  .846   SUN     
  133 Youngstown St            25 10    73.40   .676  .846   HORZ    
  134 Butler                   12 19    73.36   .414  .845   BIGEAST 
  135 Wake Forest              14 18    73.33   .447  .845   ACC     
  136 Providence               15 18    73.32   .452  .845   BIGEAST 
  137 Temple                   15 17    73.30   .474  .845   AMER    
  138 San Francisco            19 15    73.22   .527  .844   WCC     
  139 High Point               27  6    73.21   .782  .844   BIGSTH  
  140 Abilene Chr              23 11    73.12   .667  .843   WAC     
  141 La Salle                 19 14    73.03   .558  .843   ATL10   
  142 Hawaii                   22 11    72.96   .642  .842   BIGW    
  143 Army                     26  8    72.93   .720  .842   PATR    
  144 Brown                    16 11    72.77   .587  .841   IVY     
  145 Cleveland St             26 10    72.68   .689  .840   HORZ    
  146 Dayton                   17 14    72.43   .520  .838   ATL10   
  147 Southern Indiana         19 11    72.38   .636  .838   OVC     
  148 Liberty                  18 13    72.26   .565  .837   CUSA    
  149 Bradley                  19 13    72.07   .584  .835   MOVAL   
  150 Grand Canyon             13 19    72.01   .459  .835   MTNW    
  151 F Dickinson              30  5    71.98   .820  .834   NEC     
  152 Florida Intl             20 12    71.97   .589  .834   CUSA    
  153 Holy Cross               23 10    71.96   .646  .834   PATR    
  154 PFW                      20 14    71.93   .590  .834   HORZ    
  155 Idaho St                 19 11    71.92   .611  .834   BIGSKY  
  156 Cent Arkansas            21 11    71.89   .655  .834   ASUN    
  157 N Colorado               21 11    71.74   .622  .832   BIGSKY  
  158 UC Davis                 23 11    71.73   .633  .832   BIGW    
  159 G Washington             18 18    71.56   .502  .831   ATL10   
  160 Navy                     22  9    71.55   .686  .831   PATR    
  161 ULM                      16 16    71.29   .507  .829   SUN     
  162 Sam Houston St           16 13    71.17   .557  .828   CUSA    
  163 Toledo                   17 15    71.15   .540  .828   MIDAM   
  164 Houston                   7 23    71.09   .257  .827   BIG12   
  165 Ohio                     17 14    70.97   .540  .826   MIDAM   
  166 Charlotte                14 18    70.94   .451  .826   AMER    
  167 MTSU                     17 16    70.71   .521  .824   CUSA    
  168 UC Santa Barbara         20 10    70.63   .647  .823   BIGW    
  169 Maine                    19 13    70.55   .561  .823   AMEAST  
  170 Xavier                   11 19    70.19   .376  .820   BIGEAST 
  171 SF Austin                23 10    70.00   .662  .818   STHLD   
  172 Kent                     15 16    69.84   .488  .816   MIDAM   
  173 St Mary's CA             15 17    69.51   .492  .814   WCC     
  174 Loyola-Chicago           16 18    69.49   .445  .813   ATL10   
  175 Stetson                  18 12    69.15   .566  .811   ASUN    
  176 SMU                       9 21    68.90   .315  .808   ACC     
  177 Binghamton               20 13    68.82   .583  .808   AMEAST  
  178 FGCU                     14 16    68.77   .472  .807   ASUN    
  179 Southern Utah            16 13    68.71   .530  .807   WAC     
  180 Austin Peay              19 14    68.51   .584  .805   ASUN    
  181 MN Mankato               29  3    68.49   .875  .805   2-NSUN  
  182 Bowling Green            15 14    68.49   .504  .805   MIDAM   
  183 Coastal Car              13 18    68.42   .455  .804   SUN     
  184 South Alabama            17 19    68.41   .490  .804   SUN     
  185 N Kentucky               15 17    68.41   .477  .804   HORZ    
  186 Fresno St                15 18    68.36   .484  .804   MTNW    
  187 Drexel                   21 11    68.27   .633  .803   COAST   
  188 Southern Miss            13 16    68.21   .452  .802   SUN     
  189 Pacific                  10 19    68.16   .366  .802   WCC     
  190 Morehead St              17 15    67.89   .504  .799   OVC     
  191 Lamar                    20 11    67.80   .629  .799   STHLD   
  192 Air Force                16 19    67.75   .448  .798   MTNW    
  193 Oral Roberts             12 15    67.68   .453  .798   SUMMIT  
  194 Tulane                   11 20    67.67   .403  .797   AMER    
  195 DePaul                    8 24    67.63   .295  .797   BIGEAST 
  196 St Bonaventure           17 16    67.26   .501  .794   ATL10   
  197 FL Atlantic              13 18    67.22   .386  .793   AMER    
  198 Utah Valley              14 15    67.16   .484  .793   WAC     
  199 IL Chicago               14 18    67.15   .470  .793   MOVAL   
  200 NJIT                     19 13    67.14   .582  .793   AMEAST  
  201 Robert Morris            18 12    67.05   .581  .792   HORZ    
  202 UTRGV                    20 14    67.01   .560  .791   STHLD   
  203 Radford                  23 13    66.97   .628  .791   BIGSTH  
  204 St Louis                 11 21    66.93   .368  .791   ATL10   
  205 Washington St             9 25    66.84   .298  .790   WCC     
  206 Lehigh                   17 15    66.72   .529  .789   PATR    
  207 UMBC                     17 15    66.70   .533  .789   AMEAST  
  208 CS Fullerton             16 14    66.62   .529  .788   BIGW    
  209 E Michigan               12 16    66.44   .437  .786   MIDAM   
  210 Monmouth NJ              20 12    66.39   .601  .786   COAST   
  211 Longwood                 20 10    66.35   .648  .785   BIGSTH  
  212 Campbell                 18 12    66.20   .574  .784   COAST   
  213 Drake                    12 20    66.03   .411  .782   MOVAL   
  214 CS Sacramento            13 18    66.01   .447  .782   BIGSKY  
  215 Bryant                   18 12    65.96   .603  .782   AMEAST  
  216 St Thomas MN             16 16    65.92   .506  .781   SUMMIT  
  217 CO Mesa                  36  2    65.89   .904  .781   2-RMTN  
  218 Scranton                 33  1    65.75   .951  .780   3-LAND  
  219 Ark Little Rock          14 16    65.74   .463  .780   OVC     
  220 Chattanooga              20 11    65.69   .619  .779   STHRN   
  221 E Washington             13 18    65.55   .432  .778   BIGSKY  
  222 Alabama A&M              21 11    65.54   .619  .778   SWAC    
  223 VCU                       8 23    65.41   .276  .776   ATL10   
  224 Tennessee Tech           13 14    65.29   .494  .775   OVC     
  225 Appalachian St            9 19    65.26   .365  .775   SUN     
  226 UAB                      11 19    65.23   .409  .775   AMER    
  227 Tarleton St              13 17    65.22   .450  .775   WAC     
  228 Duquesne                 12 19    65.19   .415  .774   ATL10   
  229 William & Mary           17 14    65.07   .535  .773   COAST   
  230 Towson                   17 14    65.06   .528  .773   COAST   
  231 IUPUI                    13 17    64.92   .431  .772   HORZ    
  232 Jacksonville St          14 16    64.87   .473  .771   CUSA    
  233 West Georgia             17 13    64.87   .552  .771   ASUN    
  234 Wyoming                  10 20    64.80   .356  .771   MTNW    
  235 North Alabama            16 14    64.74   .510  .770   ASUN    
  236 Northwestern LA          16 14    64.67   .526  .769   STHLD   
  237 Southern Univ            18 14    64.55   .558  .768   SWAC    
  238 Stony Brook              18 15    64.49   .528  .768   COAST   
  239 Memphis                   9 21    64.45   .341  .767   AMER    
  240 Nevada                   10 21    64.39   .354  .767   MTNW    
  241 Delaware                 13 19    64.32   .428  .766   CUSA    
  242 SUNY Albany              14 16    64.30   .494  .766   AMEAST  
  243 MD E Shore               19 15    64.22   .520  .765   MEAC    
  244 UT Arlington             12 21    64.15   .376  .764   WAC     
  245 San Diego                10 22    63.98   .328  .763   WCC     
  246 SIUE                     13 16    63.93   .452  .762   OVC     
  247 SE Missouri St           12 18    63.68   .409  .760   OVC     
  248 Elon                     16 16    63.52   .512  .758   COAST   
  249 Georgia St               10 21    63.49   .350  .758   SUN     
  250 NYU                      29  1    63.38   .933  .757   3-UAA   
  251 Kennesaw                 11 17    63.23   .407  .755   CUSA    
  252 ETSU                     18 13    63.14   .558  .754   STHRN   
  253 Furman                   17 13    63.02   .545  .753   STHRN   
  254 Texas Woman's            30  2    63.00   .864  .753   2-LONE  
  255 Concordia SP             26  7    62.99   .755  .753   2-NSUN  
  256 Oakland                   9 21    62.95   .325  .753   HORZ    
  257 Boston College            5 26    62.94   .216  .752   ACC     
  258 Norfolk St               17 15    62.88   .549  .752   MEAC    
  259 Wofford                  16 13    62.85   .550  .752   STHRN   
  260 Texas St                  9 19    62.83   .351  .751   SUN     
  261 UTEP                     12 17    62.78   .424  .751   CUSA    
  262 Merrimack                19 13    62.71   .579  .750   MAAC    
  263 Ferris St                26  7    62.47   .747  .748   2-GLIAC 
  264 TN Martin                10 17    62.46   .385  .748   OVC     
  265 Wichita St                8 23    62.15   .308  .745   AMER    
  266 UC Riverside             11 21    62.02   .390  .743   BIGW    
  267 Evansville               10 25    61.55   .328  .739   MOVAL   
  268 Fordham                  10 20    61.47   .370  .738   ATL10   
  269 Denver                   11 19    61.40   .387  .737   SUMMIT  
  270 Pittsburgh                8 23    61.37   .280  .737   ACC     
  271 Weber St                  9 22    61.26   .327  .736   BIGSKY  
  272 Wayne St MI              24  9    61.02   .684  .733   2-GLIAC 
  273 Northern Arizona          8 22    60.93   .299  .732   BIGSKY  
  274 Mercer                   17 13    60.91   .546  .732   STHRN   
  275 Montana                   9 22    60.83   .306  .731   BIGSKY  
  276 N Michigan               26  8    60.58   .720  .729   2-GLIAC 
  277 W Michigan                9 20    60.38   .333  .726   MIDAM   
  278 Utah Tech                 9 20    60.37   .359  .726   WAC     
  279 MN Duluth                25  9    60.25   .704  .725   2-NSUN  
  280 Samford                  14 19    60.20   .419  .725   STHRN   
  281 Northwood MI             28  6    60.01   .766  .723   2-GRMW  
  282 WKU                       8 21    59.96   .315  .722   CUSA    
  283 Loyola MD                12 18    59.95   .399  .722   PATR    
  284 Hofstra                  11 22    59.83   .364  .721   COAST   
  285 Iona                     20 12    59.79   .588  .720   MAAC    
  286 Denison                  30  2    59.74   .881  .720   3-NCAC  
  287 Indiana PA               31  4    59.63   .834  .719   2-PENN  
  288 Nicholls St              14 16    59.59   .481  .718   STHLD   
  289 NC A&T                   12 18    59.59   .430  .718   COAST   
  290 W Texas A&M              28  5    59.49   .805  .717   2-LONE  
  291 S Illinois                9 20    59.44   .333  .717   MOVAL   
  292 New Mexico St             9 21    59.30   .313  .715   CUSA    
  293 Indiana St                9 22    59.21   .309  .714   MOVAL   
  294 Lipscomb                  9 20    58.99   .368  .712   ASUN    
  295 CS Poly Pomona           29  5    58.97   .804  .712   2-CALIF 
  296 Yale                      7 20    58.39   .286  .706   IVY     
  297 Incarnate Word           13 17    58.38   .425  .705   STHLD   
  298 C Washington             24  7    58.24   .737  .704   2-GRNW  
  299 CS Northridge             8 20    58.16   .313  .703   BIGW    
  300 Utah St                   6 24    58.15   .247  .703   MTNW    
  301 W Washington             25  8    58.11   .744  .702   2-GRNW  
  302 Alabama St               16 14    58.09   .498  .702   SWAC    
  303 Wright St                 8 22    58.04   .301  .702   HORZ    
  304 AL Huntsville            29  6    58.02   .785  .702   2-GULF  
  305 Bucknell                 11 19    57.90   .384  .700   PATR    
  306 Fort Hays St             24  6    57.89   .745  .700   2-MAIAA 
  307 Cornell                   9 18    57.88   .335  .700   IVY     
  308 LIU Brooklyn             20 11    57.67   .640  .698   NEC     
  309 Gannon                   29  5    57.64   .821  .697   2-PENN  
  310 New Hampshire            10 20    57.56   .356  .697   AMEAST  
  311 Mt St Mary's             15 15    57.49   .488  .696   MAAC    
  312 Dartmouth                10 17    57.47   .371  .696   IVY     
  313 North Florida             8 21    57.37   .313  .695   ASUN    
  314 UNC Greensboro           11 16    57.36   .434  .694   STHRN   
  315 Boston Univ              10 20    57.35   .365  .694   PATR    
  316 C Missouri               24  7    57.25   .735  .693   2-MAIAA 
  317 Lafayette                11 19    57.07   .395  .691   PATR    
  318 Harding                  24  7    57.01   .722  .691   2-GRAM  
  319 Vanguard                 24  6    56.99   .772  .690   2-PACW  
  320 Alcorn St                15 14    56.98   .502  .690   SWAC    
  321 East Texas A&M           12 17    56.97   .417  .690   STHLD   
  322 WI Milwaukee              8 24    56.91   .298  .690   HORZ    
  323 WI Oshkosh               28  4    56.89   .834  .689   3-WISC  
  324 Cal St-LA                24  7    56.89   .757  .689   2-CALIF 
  325 N Illinois                7 23    56.74   .264  .688   MIDAM   
  326 Akron                     7 24    56.71   .257  .687   MIDAM   
  327 Detroit                   7 23    56.50   .260  .685   HORZ    
  328 Mary ND                  21 10    56.40   .643  .684   2-NSUN  
  329 Winthrop                 14 17    56.39   .462  .684   BIGSTH  
  330 Manhattan                11 20    56.29   .385  .683   MAAC    
  331 Hampton                   9 21    55.77   .337  .677   COAST   
  332 Missouri KC               5 23    55.73   .241  .676   SUMMIT  
  333 Marist                   11 20    55.47   .367  .674   MAAC    
  334 Washburn                 24  8    55.25   .716  .671   2-MAIAA 
  335 Siena                    13 17    55.22   .462  .671   MAAC    
  336 Ark Pine Bluff           14 16    55.16   .429  .670   SWAC    
  337 Portland St               6 25    55.02   .242  .669   BIGSKY  
  338 NW Oklahoma St           20 10    55.01   .651  .669   2-GRAM  
  339 Northeastern              7 22    55.01   .296  .669   COAST   
  340 Tennessee St              5 24    54.87   .213  .667   OVC     
  341 Sacred Heart             13 18    54.84   .425  .667   MAAC    
  342 Grambling                12 19    54.77   .421  .666   SWAC    
  343 CS Bakersfield            7 23    54.54   .284  .663   BIGW    
  344 SW Minnesota             17 12    54.28   .582  .660   2-NSUN  
  345 San Jose St               4 28    54.05   .157  .658   MTNW    
  346 Louisiana                 4 26    53.97   .173  .657   SUN     
  347 Coppin St                 9 23    53.95   .308  .657   MEAC    
  348 Malone                   24  7    53.74   .720  .654   2-GRMW  
  349 Colgate                   7 24    53.71   .269  .654   PATR    
  350 E Illinois                4 27    53.59   .183  .652   OVC     
  351 American Univ             7 23    53.52   .258  .652   PATR    
  352 Gardner Webb             12 19    53.49   .383  .651   BIGSTH  
  353 Union TN                 24 10    53.35   .699  .650   2-GULF  
  354 Lincoln Mem              26  5    53.31   .796  .649   2-SATL  
  355 Mercyhurst               15 17    53.26   .447  .649   NEC     
  356 Winona St                17 13    53.17   .558  .648   2-NSUN  
  357 Queens NC                 9 20    53.13   .335  .647   ASUN    
  358 MO St Louis              25  6    53.11   .753  .647   2-GLVAL 
  359 Arkansas Tech            18  9    53.08   .634  .647   2-GRAM  
  360 Jackson St               12 19    52.77   .395  .643   SWAC    
  361 Houston Chr               8 21    52.65   .322  .642   STHLD   
  362 North Dakota              4 24    52.59   .179  .641   SUMMIT  
  363 Michigan Tech            16 13    52.58   .528  .641   2-GLIAC 
  364 Lenoir-Rhyne             26  6    52.57   .775  .641   2-SATL  
  365 W Salem St               27  4    52.55   .817  .641   2-CIAA  
  366 Washington & Lee         31  1    52.47   .900  .640   3-ODAC  
  367 Westmont                 21 10    52.44   .681  .639   2-PACW  
  368 St Martin's              17 11    52.34   .609  .638   2-GRNW  
  369 Long Beach St             4 25    52.33   .170  .638   BIGW    
  370 Buffalo                   3 27    52.31   .170  .638   MIDAM   
  371 Hope                     26  4    52.24   .839  .637   3-MIAA  
  372 Point Loma               21  9    52.18   .688  .636   2-PACW  
  373 Maryville MO             24  7    52.12   .729  .636   2-GLVAL 
  374 Nova SE                  26  5    52.05   .791  .635   2-SUNS  
  375 UNC Wilmington            6 24    51.85   .246  .632   COAST   
  376 Bentley                  24  5    51.83   .789  .632   2-NE10  
  377 UNC Asheville            11 18    51.70   .403  .631   BIGSTH  
  378 Eckerd                   25  7    51.61   .748  .630   2-SUNS  
  379 NW Nazarene              17 10    51.59   .605  .629   2-GRNW  
  380 St Cloud                 14 15    51.57   .504  .629   2-NSUN  
  381 John Carroll             26  5    51.52   .807  .629   3-NCAC  
  382 Coker                    26  7    51.47   .737  .628   2-SATL  
  383 Johns Hopkins            28  2    51.44   .891  .628   3-CENT  
  384 NE Omaha                  4 27    51.43   .159  .628   SUMMIT  
  385 MA Lowell                 7 21    51.38   .268  .627   AMEAST  
  386 Charleston So             8 22    51.13   .282  .624   BIGSTH  
  387 Azusa Pacific            23 10    51.13   .652  .624   2-PACW  
  388 WI Parkside              14 15    51.12   .510  .624   2-GLIAC 
  389 Henderson St             16 10    50.99   .579  .622   2-GRAM  
  390 SE Oklahoma              18 13    50.84   .560  .621   2-GRAM  
  391 NC Central                9 20    50.83   .352  .621   MEAC    
  392 SC Upstate               11 20    50.78   .370  .620   BIGSTH  
  393 Columbus St              25  5    50.78   .795  .620   2-PEACH 
  394 Northern St SD           15 13    50.62   .522  .618   2-NSUN  
  395 Holy Family              29  5    50.59   .826  .618   2-CATL  
  396 Lubbock Chr              23  8    50.49   .707  .617   2-LONE  
  397 Seattle                   3 25    50.46   .137  .616   WCC     
  398 Seton Hill               22  9    50.38   .694  .615   2-PENN  
  399 FL Southern              23  8    50.24   .728  .614   2-SUNS  
  400 Florida A&M               8 22    50.20   .291  .613   SWAC    
  401 Humboldt St              20  9    50.19   .661  .613   2-CALIF 
  402 S Connecticut            25  6    50.13   .781  .612   2-NE10  
  403 Alverno                   0  0    50.00   .000  .611   3-NATH  
  403 Limestone                 0  0    50.00   .000  .611   2-SATL  
  403 Sonoma St                 0  0    50.00   .000  .611   2-CALIF 
  403 Academy of Art            0  0    50.00   .000  .611   2-PACW  
  403 S Dakota Tech             0  0    50.00   .000  .611   2-RMTN  
  403 Rosemont                  0  0    50.00   .000  .611   3-UEAST 
  409 MO Southern              19 10    50.00   .626  .611   2-MAIAA 
  410 Moorhead St              14 14    49.90   .502  .610   2-NSUN  
  411 Dominican CA             21  8    49.80   .693  .608   2-PACW  
  412 Carson-Newman            24 11    49.73   .674  .608   2-SATL  
  413 TAM C. Christi            5 23    49.69   .216  .607   STHLD   
  414 Thomas More              22  7    49.63   .724  .606   2-GRMW  
  415 Daemen                   26  4    49.53   .813  .605   2-ECST  
  416 Washington StL           21  7    49.52   .720  .605   3-UAA   
  417 Wagner                   13 17    49.46   .444  .604   NEC     
  418 SE Louisiana              5 24    49.43   .232  .604   STHLD   
  419 Sioux Falls              12 17    49.39   .434  .604   2-NSUN  
  420 WI LaCrosse              21 10    49.39   .647  .603   3-WISC  
  421 Cal Poly                  4 26    49.38   .193  .603   BIGW    
  422 Chicago                  20  8    49.31   .670  .603   3-UAA   
  423 Col Springs              21 11    49.16   .615  .601   2-RMTN  
  424 East Central OK          15 12    49.14   .550  .601   2-GRAM  
  425 Pittsburg St             17 11    49.12   .581  .600   2-MAIAA 
  426 MT St-Billings           17 15    48.98   .512  .599   2-GRNW  
  427 Concordia Mhd            26  6    48.86   .758  .597   3-MIAC  
  428 St Peter's                7 23    48.84   .267  .597   MAAC    
  429 E New Mexico             20 12    48.83   .619  .597   2-LONE  
  430 Rider                     7 22    48.74   .283  .596   MAAC    
  431 CS Chico                 20 11    48.68   .616  .595   2-CALIF 
  432 Ouachita                 14 14    48.56   .501  .594   2-GRAM  
  433 WI Whitewater            20  9    48.51   .659  .593   3-WISC  
  434 MO Western               14 16    48.39   .477  .592   2-MAIAA 
  435 IL Wesleyan              23  6    48.26   .749  .590   3-ILWI  
  436 Ohio Wesleyan            21  6    48.22   .728  .590   3-NCAC  
  437 Tampa                    19 11    48.21   .663  .589   2-SUNS  
  438 Stonehill                12 18    48.20   .415  .589   NEC     
  439 Embry-Riddle FL          22  7    48.05   .713  .588   2-SUNS  
  440 NW Missouri              16 12    47.99   .557  .587   2-MAIAA 
  441 Delta St                 19 11    47.98   .608  .587   2-GULF  
  442 Baldwin-Wallace          25  4    47.96   .825  .586   3-OHIO  
  443 Le Moyne                 12 21    47.94   .350  .586   NEC     
  444 Adams St                 21 11    47.88   .628  .586   2-RMTN  
  445 AK Anchorage             14 14    47.71   .524  .583   2-GRNW  
  446 Carroll WI               23  6    47.65   .748  .583   3-ILWI  
  447 UT Tyler                 20 11    47.63   .615  .582   2-LONE  
  448 NE Oklahoma              16 12    47.61   .582  .582   2-MAIAA 
  449 OK Baptist               14 14    47.53   .497  .581   2-GRAM  
  450 Trine                    23  6    47.51   .771  .581   3-MIAA  
  451 SW Oklahoma              12 15    47.37   .458  .579   2-GRAM  
  452 MS Valley St              8 23    47.36   .273  .579   SWAC    
  453 Delaware St               7 23    47.25   .282  .578   MEAC    
  454 Ashland                  14 13    47.10   .521  .576   2-GRMW  
  455 Canisius                  5 24    47.10   .219  .576   MAAC    
  456 Black Hills St           16 10    46.97   .624  .575   2-RMTN  
  457 TX Southern               7 21    46.72   .285  .571   SWAC    
  458 Lee TN                   18 10    46.65   .624  .571   2-GULF  
  459 Chicago St                9 23    46.57   .291  .570   NEC     
  460 Southern Nazarene        11 17    46.46   .419  .568   2-GRAM  
  461 Bethel MN                24  8    46.44   .713  .568   3-MIAC  
  462 Ripon                    26  4    46.42   .839  .568   3-MW    
  463 Fayetteville St          21  6    46.42   .739  .568   2-CIAA  
  464 W Oregon                 12 13    46.25   .462  .566   2-GRNW  
  465 Otterbein                23  6    46.19   .758  .565   3-OHIO  
  466 Miles                    25  7    46.10   .735  .564   2-SIAC  
  467 Morgan St                 4 26    46.05   .173  .563   MEAC    
  468 DePauw                   19 10    46.00   .647  .563   3-NCAC  
  469 Trevecca Naz             18 12    45.82   .581  .561   2-GULF  
  470 Findlay                  16 13    45.76   .532  .560   2-GRMW  
  471 WI Platteville           18  9    45.75   .630  .560   3-WISC  
  472 Minot St                  9 19    45.59   .359  .558   2-NSUN  
  473 NE Kearney               13 16    45.54   .477  .557   2-MAIAA 
  474 Bethune-Cookman           7 26    45.49   .264  .556   SWAC    
  475 Drury                    21  8    45.42   .675  .556   2-GLVAL 
  476 New Orleans               3 26    45.38   .135  .555   STHLD   
  477 S Arkansas               12 17    45.35   .430  .555   2-GRAM  
  478 Concordia CA             14 14    45.24   .532  .553   2-PACW  
  479 Walsh                    16 14    45.22   .524  .553   2-GRMW  
  480 Hillsdale                15 12    45.01   .534  .551   2-GRMW  
  481 WI Lutheran              24  6    44.87   .783  .549   3-NATH  
  482 Edward Waters            23  7    44.76   .732  .548   2-SIAC  
  483 Wingate                  19 10    44.69   .614  .547   2-SATL  
  484 Lock Haven               22  6    44.69   .754  .547   2-PENN  
  485 KY Wesleyan              13 12    44.67   .494  .546   2-GRMW  
  486 West Florida             17 12    44.66   .561  .546   2-GULF  
  487 WI River Falls           16 12    44.66   .547  .546   3-WISC  
  488 North Georgia            19 12    44.48   .613  .544   2-PEACH 
  489 Edinboro                 19 14    44.47   .566  .544   2-PENN  
  490 Emporia St               13 15    44.10   .453  .539   2-MAIAA 
  491 Lewis                    18 13    44.09   .580  .539   2-GLVAL 
  492 Augustana SD              9 18    43.87   .336  .537   2-NSUN  
  493 Glenville St             24  7    43.78   .718  .536   2-MNTE  
  494 St Mary's TX             15 14    43.75   .517  .535   2-LONE  
  495 Assumption               20  8    43.70   .652  .535   2-NE10  
  496 Wayne St NE               9 18    43.62   .355  .534   2-NSUN  
  497 Augusta                  21 11    43.47   .633  .532   2-PEACH 
  498 MN Crookston              8 20    43.46   .309  .532   2-NSUN  
  499 Valdosta St              15 13    43.40   .542  .531   2-GULF  
  500 Western St CO            14 11    43.27   .538  .529   2-RMTN  
  501 Bowdoin                  25  3    42.99   .843  .526   3-NESC  
  502 Belmont Abbey            21  7    42.93   .714  .525   2-CAROL 
  503 Smith                    28  2    42.87   .901  .524   3-NEWN  
  504 Simon Fraser             10 19    42.87   .362  .524   2-GRNW  
  505 West Alabama             14 14    42.79   .488  .523   2-GULF  
  506 Biola                    13 14    42.79   .509  .523   2-PACW  
  507 Gust Adolphus            18  9    42.76   .639  .523   3-MIAC  
  508 SC Beaufort              19 10    42.71   .615  .522   2-PEACH 
  509 Angelo St                15 12    42.63   .558  .521   2-LONE  
  510 Ft Lewis                 16 11    42.62   .568  .521   2-RMTN  
  511 Fairmont St              21  9    42.51   .660  .520   2-MNTE  
  512 McKendree                17  9    42.51   .638  .520   2-GLVAL 
  513 Francis Marion           19 11    42.41   .618  .519   2-CAROL 
  514 UVA-Wise                 16 15    42.33   .508  .518   2-SATL  
  515 New Haven                 7 22    42.30   .311  .517   NEC     
  516 Bemidji St                9 17    42.24   .359  .516   2-NSUN  
  517 Permian Basin            14 14    42.21   .500  .516   2-LONE  
  518 Carnegie Mellon          16 10    42.06   .583  .514   3-UAA   
  519 St Mary's MN             20  9    41.96   .683  .513   3-MIAC  
  520 Roosevelt                 9 20    41.86   .325  .512   2-GLIAC 
  521 Felician                 24  9    41.84   .690  .512   2-CATL  
  522 WV Wesleyan              18  7    41.75   .702  .510   2-MNTE  
  523 WI Stevens Pt            15 12    41.75   .580  .510   3-WISC  
  524 Emory                    15 10    41.73   .605  .510   3-UAA   
  525 Bellarmine                2 30    41.68   .087  .510   ASUN    
  526 CS Monterey Bay          13 16    41.67   .442  .509   2-CALIF 
  527 Metro St                 13 14    41.64   .477  .509   2-RMTN  
  528 Bates                    26  4    41.60   .796  .509   3-NESC  
  529 S Carolina St             3 25    41.59   .143  .508   MEAC    
  530 W Carolina                1 26    41.58   .116  .508   STHRN   
  531 Lane                     21  6    41.54   .711  .508   2-SIAC  
  532 NM Highlands             12 16    41.54   .477  .508   2-RMTN  
  533 Hardin-Simmons           24  6    41.49   .769  .507   3-AMSW  
  534 Lees-McRae               21  9    41.38   .669  .506   2-CAROL 
  535 Mercy                    22 10    41.33   .662  .505   2-ECST  
  536 American Intl            16 11    41.21   .603  .504   2-NE10  
  537 Jamestown                 6 18    41.19   .272  .503   2-NSUN  
  538 WI Eau Claire            13 13    41.03   .498  .501   3-WISC  
  539 Menlo                    13 14    41.02   .482  .501   2-PACW  
  540 Valparaiso                0 32    41.01   .047  .501   MOVAL   
  541 Charleston WV            21 11    40.90   .612  .500   2-MNTE  
  542 Chowan                   19  9    40.81   .659  .499   2-CAROL 
  543 CS San Bern.             12 15    40.74   .455  .498   2-CALIF 
  544 WI Stout                 13 13    40.57   .487  .496   3-WISC  
  545 Concord                  18 12    40.43   .596  .494   2-MNTE  
  546 Chris Newport            23  6    40.39   .768  .493   3-COAST 
  547 Hamline                  19  7    40.36   .712  .493   3-MIAC  
  548 OH Dominican             12 14    40.30   .482  .492   2-GRMW  
  549 Truman St                17 13    40.24   .553  .492   2-GLVAL 
  550 Saginaw Val               7 21    40.20   .288  .491   2-GLIAC 
  551 Transylvania             24  6    40.14   .775  .490   3-HEART 
  552 Barton                   19 11    40.10   .612  .490   2-CAROL 
  553 Benedict                 19  9    40.08   .659  .490   2-SIAC  
  554 CS Dom. Hills            12 16    40.06   .413  .489   2-CALIF 
  555 Calvin                   16 11    39.99   .616  .489   3-MIAA  
  556 Anderson SC              13 17    39.92   .478  .488   2-SATL  
  557 St Michael's             15 14    39.89   .522  .487   2-NE10  
  558 Mid Georgia              18 11    39.69   .606  .485   2-PEACH 
  559 Young Harris             20  8    39.52   .683  .483   2-CAROL 
  560 Gettysburg               21  7    39.22   .721  .479   3-CENT  
  561 Lake Superior             8 21    39.20   .286  .479   2-GLIAC 
  562 Wartburg                 20  7    39.19   .721  .479   3-AMER  
  563 C Oklahoma                8 18    39.15   .358  .478   2-MAIAA 
  564 Clark Atlanta            18 11    39.13   .627  .478   2-SIAC  
  565 Coe                      22  7    39.03   .747  .477   3-AMER  
  566 Quincy                   15 13    39.02   .520  .477   2-GLVAL 
  567 S Maine                  27  3    39.00   .868  .476   3-LTLE  
  568 Colorado Mines           12 17    38.92   .430  .475   2-RMTN  
  569 Bowie St                 20  9    38.89   .684  .475   2-CIAA  
  570 Wash & Jeff              22  7    38.83   .747  .474   3-PRES  
  571 Catawba                  12 16    38.75   .428  .473   2-SATL  
  572 Kutztown                 18 10    38.65   .605  .472   2-PENN  
  573 California PA            13 19    38.64   .416  .472   2-PENN  
  574 St Francis PA             3 27    38.62   .176  .472   NEC     
  575 St Anselm                12 13    38.57   .496  .471   2-NE10  
  576 Claflin                  15 10    38.56   .585  .471   2-CIAA  
  577 S New Hampshire          14 14    38.52   .496  .470   2-NE10  
  578 CSU East Bay             12 17    38.52   .401  .470   2-CALIF 
  579 Virginia St              17 10    38.44   .595  .469   2-CIAA  
  580 IL Springfield           13 14    38.41   .510  .469   2-GLVAL 
  581 Upper Iowa               12 15    38.32   .446  .468   2-GLVAL 
  582 Rogers St                 9 17    38.28   .346  .467   2-MAIAA 
  583 Wheeling                 16 12    38.18   .582  .466   2-MNTE  
  584 Davenport                 7 22    38.16   .286  .466   2-GLIAC 
  585 Linfield                 19  4    38.14   .786  .466   3-NW    
  586 Caldwell                 21  9    38.09   .685  .465   2-CATL  
  587 Colorado Col             20  6    38.02   .723  .464   3-SCAC  
  588 Cedarville               12 17    37.96   .439  .463   2-GRMW  
  589 Susquehanna              21  5    37.88   .784  .462   3-LAND  
  590 CSU-Pueblo               10 15    37.66   .425  .460   2-RMTN  
  591 Allen                    18 10    37.56   .619  .458   2-SIAC  
  592 Randolph-Macon           21  8    37.41   .686  .456   3-ODAC  
  593 Adelphi                  13 14    37.30   .479  .455   2-NE10  
  594 Presbyterian              3 27    37.11   .139  .453   BIGSTH  
  595 Ark Monticello            4 22    37.07   .228  .452   2-GRAM  
  596 Cal Lutheran             20  6    37.06   .724  .452   3-SCIAC 
  597 Hawaii Pacific           10 18    37.02   .365  .452   2-PACW  
  598 Mt Union                 18  9    36.88   .686  .450   3-OHIO  
  599 Tiffin                    9 18    36.84   .393  .449   2-GRMW  
  600 Shenandoah               20  8    36.73   .673  .448   3-ODAC  
  601 Case Western             11 14    36.61   .463  .447   3-UAA   
  602 UT Dallas                11 16    36.57   .431  .446   2-LONE  
  603 Clarion                  12 15    36.52   .447  .445   2-PENN  
  604 Texas A&M Intl           11 15    36.47   .403  .445   2-LONE  
  605 Seattle Pacific           8 21    36.30   .284  .443   2-GRNW  
  606 Shorter                  17 13    36.25   .561  .442   2-CAROL 
  607 Cortland St              23  5    36.22   .786  .442   3-SUNY  
  608 SUNY New Paltz           26  4    36.11   .798  .440   3-SUNY  
  609 St Benedict              16  9    36.04   .616  .439   3-MIAC  
  610 St Edward's              12 13    35.95   .464  .438   2-LONE  
  611 Virginia Union           15 10    35.80   .598  .436   2-CIAA  
  612 Arkansas-FS               5 23    35.77   .254  .436   2-MAIAA 
  613 Claremont M.S.           20  8    35.76   .688  .436   3-SCIAC 
  614 Fresno Pacific            9 19    35.69   .338  .435   2-PACW  
  615 Messiah                  24  5    35.69   .753  .435   3-MATL  
  616 Clayton St               11 17    35.67   .383  .435   2-PEACH 
  617 Lynn                     13 15    35.64   .450  .435   2-SUNS  
  618 E Stroudsburg            17 12    35.56   .572  .434   2-PENN  
  619 Bluefield St             14 12    35.51   .555  .433   2-CIAA  
  620 Niagara                   1 28    35.50   .069  .433   MAAC    
  621 McDaniel                 22  7    35.49   .747  .433   3-CENT  
  622 CS San Marcos             7 22    35.45   .280  .432   2-CALIF 
  623 Whitman                  19  7    35.40   .684  .432   3-NW    
  624 Bloomsburg               16 16    35.33   .485  .431   2-PENN  
  625 Palm Beach Atl           11 18    35.26   .420  .430   2-SUNS  
  626 St Scholastica           16 10    35.25   .592  .430   3-MIAC  
  627 Newberry                 12 17    35.25   .403  .430   2-SATL  
  628 S Francisco St            8 21    35.23   .310  .430   2-CALIF 
  629 Central Conn              2 27    35.15   .125  .428   NEC     
  630 Aurora                   19  6    35.07   .771  .427   3-NATH  
  631 Bridgewater VA           20  7    34.90   .710  .425   3-ODAC  
  632 Georgia C&S              15 17    34.88   .463  .425   2-PEACH 
  633 T Jefferson              17 11    34.81   .604  .424   2-CATL  
  634 King                     15 16    34.74   .484  .423   2-CAROL 
  635 Brandeis                 13 12    34.68   .519  .423   3-UAA   
  636 Mississippi Col           9 18    34.67   .345  .423   2-GULF  
  637 Catholic                 18  9    34.65   .653  .422   3-LAND  
  638 Albion                   19  8    34.58   .641  .421   3-MIAA  
  639 Albany GA                16 13    34.56   .533  .421   2-SIAC  
  640 St Norbert               18  8    34.55   .679  .421   3-NATH  
  641 Pitt-Johnstown           10 18    34.51   .391  .421   2-PENN  
  642 Georgia SW                9 18    34.45   .376  .420   2-PEACH 
  643 Missouri S&T             10 14    34.41   .460  .419   2-GLVAL 
  644 Redlands                 19  7    34.37   .734  .419   3-SCIAC 
  645 Rochester NY             11 14    34.33   .471  .418   3-UAA   
  646 Franklin                 21  8    34.33   .691  .418   3-HEART 
  647 Oklahoma Chr             11 16    34.21   .432  .417   2-LONE  
  648 Wm Paterson              25  3    33.81   .843  .412   3-NJAC  
  649 Frostburg St             16 17    33.78   .476  .412   2-MNTE  
  650 Carthage                 15 12    33.73   .555  .411   3-ILWI  
  651 Puget Sound              19  6    33.68   .712  .410   3-NW    
  652 Flagler                  10 17    33.66   .394  .410   2-PEACH 
  653 Lawrence                 21  6    33.50   .753  .408   3-MW    
  654 Wm Jessup                 8 20    33.47   .304  .408   2-PACW  
  655 TX Lutheran              19  8    33.40   .697  .407   3-SCAC  
  656 SC Aiken                  9 19    33.38   .333  .407   2-PEACH 
  657 Emmanuel GA              14 15    33.38   .486  .407   2-CAROL 
  658 Lander                    9 19    33.29   .365  .406   2-PEACH 
  659 Tuskegee                 13 15    33.23   .469  .405   2-SIAC  
  660 UC Merced                 8 22    33.11   .305  .404   2-CALIF 
  661 Westminster UT            8 20    33.11   .307  .403   2-RMTN  
  662 Elizabethtown            20  8    33.01   .661  .402   3-LAND  
  663 St Vincent               21  7    32.95   .714  .402   3-PRES  
  664 Florida Tech             10 19    32.77   .349  .399   2-SUNS  
  665 Colorado Chr              5 20    32.77   .265  .399   2-RMTN  
  666 Guilford                 17  8    32.65   .656  .398   3-ODAC  
  667 Capital                  16 10    32.57   .564  .397   3-OHIO  
  668 St Thomas TX             17  8    32.56   .632  .397   3-SCAC  
  669 McMurry                  18  9    32.39   .641  .395   3-SCAC  
  670 Chestnut Hill            15 15    32.37   .493  .394   2-CATL  
  671 Marietta                 12 14    32.36   .480  .394   3-OHIO  
  672 Post                     14 13    32.30   .504  .394   2-CATL  
  673 Amherst                  18  8    32.27   .680  .393   3-NESC  
  674 Prairie View              0 28    32.25   .059  .393   SWAC    
  675 Millersville             13 16    32.08   .438  .391   2-PENN  
  676 TX A&M K'ville            6 22    31.99   .277  .390   2-LONE  
  677 DeSales                  19  9    31.88   .668  .388   3-MATL  
  678 Milwaukee Eng            18  7    31.84   .699  .388   3-NATH  
  679 West Chester             11 17    31.82   .416  .388   2-PENN  
  680 Shepherd                 11 16    31.76   .447  .387   2-PENN  
  681 Trinity TX               16 11    31.63   .588  .385   3-SAA   
  682 E Texas Bap              16  9    31.48   .639  .384   3-AMSW  
  683 Dickinson                14 12    31.46   .531  .383   3-CENT  
  684 Newman                    5 20    31.22   .237  .381   2-MAIAA 
  685 Millsaps                 21  8    31.19   .699  .380   3-SAA   
  686 Hawaii Hilo               6 21    31.11   .250  .379   2-PACW  
  687 Chatham                  18  9    31.09   .664  .379   3-PRES  
  688 WV State                 12 16    31.08   .432  .379   2-MNTE  
  689 NC Pembroke              11 18    31.08   .395  .379   2-CAROL 
  690 Trinity CT               16  9    31.05   .621  .378   3-NESC  
  691 Union NY                 22  6    31.00   .734  .378   3-LIB   
  692 West Liberty             11 20    30.71   .386  .374   2-MNTE  
  693 Midwest TX St             6 17    30.53   .280  .372   2-LONE  
  694 Oglethorpe               17 10    30.42   .617  .371   3-SAA   
  695 Emory & Henry             7 22    30.38   .288  .370   2-SATL  
  696 J&W RI                   23  5    30.37   .782  .370   3-CNE   
  697 Nazareth                 22  5    30.35   .784  .370   3-EMP8  
  698 Montevallo                5 21    30.08   .232  .367   2-GULF  
  699 Molloy                   13 18    30.07   .419  .367   2-ECST  
  700 Centre                   19  7    30.05   .691  .366   3-SAA   
  701 Elmhurst                 12 13    30.00   .498  .366   3-ILWI  
  702 Tufts                    13 12    30.00   .510  .366   3-NESC  
  703 Purdue Northwest          3 25    29.99   .147  .366   2-GLIAC 
  704 RI College               21  6    29.99   .727  .366   3-LTLE  
  705 Slippery Rock             7 20    29.87   .280  .364   2-PENN  
  706 Wittenberg               11 15    29.81   .426  .364   3-NCAC  
  707 N Central IL             14 12    29.68   .551  .362   3-ILWI  
  708 Ferrum                   10 21    29.66   .366  .362   2-CAROL 
  709 Pomona-Pitzer            16 11    29.64   .573  .362   3-SCIAC 
  710 Stevens                  20  7    29.58   .686  .361   3-MATL  
  711 Simpson IA               13 12    29.36   .534  .358   3-AMER  
  712 Chapman                  15 12    29.30   .525  .358   3-SCIAC 
  713 Pace                      7 21    29.21   .295  .356   2-NE10  
  714 Rochester Tech           20  7    28.96   .710  .353   3-LIB   
  715 Lake Erie                 5 21    28.95   .239  .353   2-GRMW  
  716 St Catherine             11 14    28.86   .436  .352   3-MIAC  
  717 Wheaton IL               12 15    28.78   .432  .351   3-ILWI  
  718 Georgian Court           11 19    28.72   .362  .351   2-CATL  
  719 Ohio Northern            10 17    28.67   .394  .350   3-OHIO  
  720 D'Youville               10 15    28.65   .425  .350   2-ECST  
  721 Widener                  21  6    28.63   .748  .350   3-MATL  
  722 Staten Island            12 18    28.62   .411  .349   2-ECST  
  723 Arcadia                  17 10    28.57   .599  .349   3-MATL  
  724 Bethany WV               17 10    28.50   .623  .348   3-PRES  
  725 Indianapolis              5 23    28.31   .253  .346   2-GLVAL 
  726 Augustana IL             11 14    28.21   .474  .345   3-ILWI  
  727 George Fox               14 11    28.18   .540  .344   3-NW    
  728 Muskingum                13 12    28.06   .498  .343   3-OHIO  
  729 Anderson IN              17 11    28.02   .581  .342   3-HEART 
  730 Berry                    16 12    27.98   .547  .342   3-SAA   
  731 Buena Vista              16 12    27.74   .556  .339   3-AMER  
  732 Livingstone               8 20    27.61   .325  .338   2-CIAA  
  733 Williams                 13 13    27.26   .510  .334   3-NESC  
  734 Benedictine IL           17  9    27.23   .631  .333   3-NATH  
  735 LaGrange                 19 10    27.01   .608  .331   3-CCSTH 
  736 Lebanon Val              18  8    26.90   .673  .329   3-MATL  
  737 Immaculata               24  4    26.71   .811  .327   3-ATLE  
  738 Bethany Luth             15 11    26.49   .567  .325   3-UPMW  
  739 VA Wesleyan              14 12    26.40   .543  .324   3-ODAC  
  740 Spring Hill               8 20    26.39   .315  .324   2-SIAC  
  741 Babson                   18  9    26.37   .638  .323   3-NEWN  
  742 Hamilton                 12 13    26.33   .510  .323   3-NESC  
  743 JC Smith                  7 18    26.24   .337  .322   2-CIAA  
  744 Colby                    13 11    26.11   .555  .320   3-NESC  
  745 Ursuline                  4 22    26.05   .198  .320   2-GRMW  
  746 North Greenville          8 20    26.01   .326  .319   2-CAROL 
  747 Kentucky St               8 20    25.95   .309  .318   2-SIAC  
  748 Shaw NC                   7 18    25.93   .285  .318   2-CIAA  
  749 Bridgeport               10 16    25.91   .400  .318   2-CATL  
  750 PSU-Behrend              22  6    25.78   .745  .316   3-AMTN  
  751 S Virginia               21  8    25.76   .689  .316   3-USA   
  752 Oberlin                   8 18    25.75   .330  .316   3-NCAC  
  753 Springfield              16 11    25.67   .600  .315   3-NEWN  
  754 Geneseo St               20 11    25.64   .638  .315   3-EMP8  
  755 College of NJ            17 11    25.60   .621  .314   3-NJAC  
  756 Clark MA                 18  9    25.49   .649  .313   3-NEWN  
  757 Dist Columbia            11 18    25.43   .391  .313   2-ECST  
  758 Brevard                  21  7    25.41   .749  .312   3-USA   
  759 Alma                     11 15    25.40   .442  .312   3-MIAA  
  760 Regis CO                  2 21    25.37   .137  .312   2-RMTN  
  761 CS Stanislaus             2 24    25.36   .132  .312   2-CALIF 
  762 Auburn M'gomery           3 26    25.21   .159  .310   2-GULF  
  763 Middlebury               12 12    25.20   .507  .310   3-NESC  
  764 SW Univ TX               13 13    25.15   .512  .309   3-SAA   
  765 Point Park                8 20    25.15   .312  .309   2-MNTE  
  766 Emmanuel MA              23  8    25.10   .736  .309   3-GRNE  
  767 Frank & Marsh            14 11    25.09   .542  .309   3-CENT  
  768 Mt St Joseph             14 13    25.09   .528  .309   3-HEART 
  769 Mt Olive                  7 19    24.93   .290  .307   2-CAROL 
  770 Hollins                  14 10    24.89   .567  .306   3-ODAC  
  771 Luther IA                12 14    24.83   .468  .306   3-AMER  
  772 W New England            21  8    24.73   .700  .305   3-CNE   
  773 Austin Col               16 12    24.59   .570  .303   3-SCAC  
  774 MIT                      14 12    24.54   .529  .303   3-NEWN  
  775 Occidental               11 15    24.46   .450  .302   3-SCIAC 
  776 CT College               14 11    24.46   .529  .302   3-NESC  
  777 Knox                     13 13    24.40   .513  .301   3-MW    
  778 SW Baptist                5 18    24.36   .265  .300   2-GLVAL 
  779 Brooklyn Col             24  5    24.35   .800  .300   3-CUNY  
  780 Millikin                  9 16    24.34   .357  .300   3-ILWI  
  781 Hanover                  13 13    24.26   .524  .299   3-HEART 
  782 M Hardin-Baylor           8 18    24.21   .358  .299   3-AMSW  
  783 Barry                     5 20    24.18   .237  .298   2-SUNS  
  784 Ursinus                  16 11    24.06   .583  .297   3-CENT  
  785 Berea                    13 13    24.01   .496  .297   3-HEART 
  786 Cameron                   2 26    23.88   .142  .295   2-LONE  
  787 St Leo                    4 19    23.88   .220  .295   2-SUNS  
  788 Hendrix                  15 11    23.80   .559  .294   3-SCAC  
  789 Whittier                 10 13    23.78   .452  .294   3-SCIAC 
  790 Adrian                    8 17    23.78   .365  .294   3-MIAA  
  791 St Mary's MD             24  7    23.62   .741  .292   3-UEAST 
  792 Howard Payne             13 15    23.42   .453  .290   3-AMSW  
  793 Brockport St             18  8    23.37   .652  .290   3-EMP8  
  794 Central St OH             6 22    23.29   .251  .289   2-SIAC  
  795 Roanoke                  12 14    23.24   .470  .288   3-ODAC  
  796 Dominican NY              7 21    23.18   .286  .287   2-CATL  
  797 Lynchburg                13 12    23.15   .539  .287   3-ODAC  
  798 Belhaven MS              18  7    23.06   .702  .286   3-CCSTH 
  799 Savannah St               6 18    23.03   .284  .286   2-SIAC  
  800 Worcester Tech           15 11    22.92   .564  .285   3-NEWN  
  801 Willamette                9 14    22.85   .398  .284   3-NW    
  802 Thomas Aquinas            8 20    22.78   .317  .283   2-ECST  
  803 Grove City               17  9    22.77   .635  .283   3-PRES  
  804 Central IA               12 14    22.58   .461  .281   3-AMER  
  805 Fort Valley St            6 20    22.45   .267  .279   2-SIAC  
  806 Wooster                  11 14    22.44   .428  .279   3-NCAC  
  807 UC Santa Cruz             8 13    22.38   .417  .279   3-COAST 
  808 Rensselaer               17 10    22.37   .607  .279   3-LIB   
  809 Misericordia             13 12    22.26   .526  .277   3-MATL  
  810 Salisbury                17 11    22.15   .590  .276   3-COAST 
  811 Queens NY                 7 21    22.11   .275  .276   2-ECST  
  812 WI Superior              12 16    21.99   .443  .274   3-UPMW  
  813 Mary Washington          11 16    21.99   .427  .274   3-COAST 
  814 Mars Hill                 3 25    21.88   .143  .273   2-SATL  
  815 Pacific OR               10 15    21.69   .427  .271   3-NW    
  816 Rollins                   4 20    21.57   .207  .270   2-SUNS  
  817 St Lawrence              17 10    21.57   .592  .270   3-LIB   
  818 Hartford                 15 12    21.49   .542  .269   3-CNE   
  819 SUNY Canton              18  7    21.39   .704  .268   3-SUNY  
  820 Rowan                    16 10    21.37   .607  .268   3-NJAC  
  821 MN Morris                10 14    21.22   .410  .266   3-UPMW  
  822 Lincoln MO                3 23    21.19   .153  .266   2-GLVAL 
  823 Loras                     9 16    21.08   .406  .265   3-AMER  
  824 Manchester               10 15    21.06   .423  .265   3-HEART 
  825 Endicott                 17  9    21.03   .628  .264   3-CNE   
  826 S Wesleyan                6 24    21.00   .230  .264   2-CAROL 
  827 Cornell IA               15 10    20.98   .589  .264   3-MW    
  828 Bluffton                 11 15    20.86   .449  .262   3-HEART 
  829 Tusculum                  2 28    20.76   .119  .261   2-SATL  
  830 Rose-Hulman               9 17    20.69   .371  .261   3-HEART 
  831 Piedmont                 14 13    20.52   .546  .259   3-CCSTH 
  832 Waynesburg               12 13    20.50   .499  .259   3-PRES  
  833 Allegheny                13 13    20.40   .521  .258   3-PRES  
  834 Skidmore                 12 15    20.34   .479  .257   3-LIB   
  835 J&W NC                   11  7    20.21   .561  .256   3-COAST 
  836 Keene St                 20 10    20.19   .645  .255   3-LTLE  
  837 Franklin Pierce           2 25    19.88   .119  .252   2-NE10  
  838 Montclair St             15 11    19.73   .592  .251   3-NJAC  
  839 Washington MD            13 13    19.68   .499  .250   3-CENT  
  840 Maryville TN             13 12    19.53   .543  .249   3-CCSTH 
  841 Univ Ozarks              13 13    19.46   .511  .248   3-SCAC  
  842 Houghton                 22  8    19.44   .725  .248   3-EMP8  
  843 R Stockton               16 11    19.27   .570  .246   3-NJAC  
  844 Asbury                   14 14    19.09   .520  .244   3-CCSTH 
  845 Webster                  19  9    19.06   .642  .244   3-SLIAC 
  846 Rockhurst                 3 19    18.98   .174  .243   2-GLVAL 
  847 Principia                18  9    18.88   .654  .242   3-SLIAC 
  848 Plattsburgh St           16 11    18.84   .575  .242   3-SUNY  
  849 Chadron St                1 24    18.74   .074  .241   2-RMTN  
  850 Emerson                  14 12    18.65   .526  .240   3-NEWN  
  851 Merchant Marine          23  5    18.62   .801  .239   3-SKYL  
  852 Concordia WI              9 17    18.59   .376  .239   3-NATH  
  853 Carleton MN               7 18    18.50   .286  .238   3-MIAC  
  854 Converse                  4 25    18.39   .157  .237   2-CAROL 
  855 Shippensburg              3 25    18.36   .166  .237   2-PENN  
  856 Vassar                   12 14    18.36   .460  .237   3-LIB   
  857 Wesleyan CT               7 15    18.35   .326  .237   3-NESC  
  858 St Olaf                   7 18    18.28   .293  .236   3-MIAC  
  859 Eliz. City St             4 22    18.28   .187  .236   2-CIAA  
  860 Muhlenberg               10 15    18.11   .434  .234   3-CENT  
  861 Goldey Beacom             5 22    18.01   .222  .233   2-CATL  
  862 St Mary's IN              8 17    17.96   .336  .233   3-MIAA  
  863 U New England            12 13    17.93   .501  .232   3-CNE   
  864 Coast Guard              13 13    17.90   .521  .232   3-NEWN  
  865 York PA                  10 16    17.81   .396  .231   3-MATL  
  866 Kalamazoo                 7 19    17.76   .286  .231   3-MIAA  
  867 Moravian                 11 15    17.72   .430  .230   3-LAND  
  868 Roger Williams           13 14    17.67   .510  .230   3-CNE   
  869 Drew                     12 13    17.61   .505  .229   3-LAND  
  870 Chr Brothers              1 25    17.47   .083  .228   2-GULF  
  871 Edgewood                 11 14    17.32   .448  .226   3-NATH  
  872 Illinois Col             12 13    17.23   .507  .226   3-MW    
  873 Mansfield                 3 25    17.17   .140  .225   2-PENN  
  874 PR Bayamon                0  6    17.15   .099  .225   2-IND   
  875 Grinnell                 10 14    17.10   .444  .224   3-MW    
  876 LeMoyne-Owen              2 22    17.09   .154  .224   2-SIAC  
  877 PSU-Abington             19  7    17.06   .696  .224   3-UEAST 
  878 Rhodes                    7 18    17.01   .302  .223   3-SAA   
  879 Hunter                   20  8    16.95   .694  .223   3-CUNY  
  880 Augsburg                  5 21    16.91   .213  .222   3-MIAC  
  881 Stevenson                10 16    16.91   .401  .222   3-MATL  
  882 Roberts Wslyn             4 19    16.91   .196  .222   2-ECST  
  883 Alvernia                 13 13    16.50   .480  .219   3-MATL  
  884 Chaminade                 0 26    16.43   .050  .218   2-PACW  
  885 SUNY Oneonta             15 12    16.35   .533  .217   3-SUNY  
  886 Martin Luther            10 13    15.86   .467  .212   3-UPMW  
  887 Swarthmore                9 15    15.81   .392  .212   3-CENT  
  888 N Central MN             12 14    15.71   .444  .211   3-UPMW  
  889 Concordia TX              5 19    15.67   .267  .211   3-SCAC  
  890 Sul Ross                  2 23    15.61   .123  .210   2-LONE  
  891 Bridgewater MA           16 12    15.60   .576  .210   3-MASC  
  892 Lakeland                 11 15    15.56   .421  .210   3-NATH  
  893 Ithaca                    9 17    15.55   .396  .209   3-LIB   
  894 Wilmington OH             6 19    15.47   .247  .209   3-OHIO  
  895 Sewanee                   8 18    15.44   .319  .208   3-SAA   
  896 Randolph Col              9 17    15.34   .359  .208   3-ODAC  
  897 Bloomfield                0  5    15.30   .071  .207   2-CATL  
  898 Rutgers-Camden           15 14    15.24   .535  .207   3-NJAC  
  899 Whitworth                 4 20    15.17   .229  .206   3-NW    
  900 NC Wesleyan              15 12    15.10   .565  .205   3-USA   
  901 Averett                   8 17    15.03   .336  .205   3-ODAC  
  902 MA Dartmouth             11 16    14.93   .404  .204   3-LTLE  
  903 W New Mexico              1 27    14.89   .082  .203   2-LONE  
  904 PSU-Altoona              20  8    14.73   .691  .202   3-AMTN  
  905 Delaware Val             10 15    14.62   .405  .201   3-MATL  
  906 Oswego St                11 15    14.62   .462  .201   3-SUNY  
  907 La Roche                 14 12    14.40   .554  .199   3-AMTN  
  908 Geneva                   10 17    14.35   .371  .198   3-PRES  
  909 Peace                    15 12    14.17   .537  .197   3-USA   
  910 Huntingdon               12 14    13.84   .463  .194   3-CCSTH 
  911 Macalester                3 21    13.79   .172  .193   3-MIAC  
  912 La Verne                  4 18    13.68   .235  .192   3-SCIAC 
  913 Salve Regina              9 16    13.56   .353  .191   3-NEWN  
  914 Manhattanville           20  6    13.54   .761  .191   3-SKYL  
  915 Pfeiffer                 14 11    13.45   .577  .190   3-USA   
  916 SUNY Fredonia            13 12    13.39   .541  .190   3-SUNY  
  917 Haverford                10 15    13.38   .434  .190   3-CENT  
  918 Lewis & Clark             4 15    13.28   .254  .189   3-NW    
  919 Dubuque                   5 20    13.25   .216  .189   3-AMER  
  920 AK Fairbanks              0 25    13.17   .022  .188   2-GRNW  
  921 ME Maritime              17  9    13.07   .673  .187   3-NATL  
  922 Concordia IL              9 16    13.04   .370  .187   3-NATH  
  923 St Joseph's ME           18 11    12.96   .615  .186   3-GRNE  
  924 ME Farmington            20  8    12.94   .694  .186   3-NATL  
  925 Paine                     3  4    12.92   .376  .186   2-SIAC  
  926 Westminster PA            9 17    12.87   .356  .185   3-PRES  
  927 Wm Jewell                 1 25    12.80   .080  .185   2-GLVAL 
  928 MA Boston                14 12    12.80   .556  .185   3-LTLE  
  929 Albright                 10 15    12.60   .427  .183   3-MATL  
  930 Spalding                 14 15    12.07   .496  .179   3-SLIAC 
  931 St John Fisher           12 14    12.03   .467  .178   3-EMP8  
  932 Schreiner                 5 21    11.84   .231  .177   3-SCAC  
  933 Framingham St            17 11    11.65   .614  .175   3-MASC  
  934 Kenyon                    6 19    11.56   .263  .174   3-NCAC  
  935 Davis & Elkins            1 28    11.40   .080  .173   2-MNTE  
  936 Lincoln PA                1 26    11.39   .113  .173   2-CIAA  
  937 King's PA                 8 17    11.28   .374  .172   3-MATL  
  938 Russell Sage             15 11    11.24   .544  .172   3-EMP8  
  939 North Park                5 20    11.24   .252  .172   3-ILWI  
  940 E Connecticut             9 18    11.14   .376  .171   3-LTLE  
  941 Salem WV                  1 25    11.07   .083  .170   2-MNTE  
  942 Marymount VA             13 13    10.84   .510  .168   3-ATLE  
  943 Suffolk                  12 13    10.63   .472  .167   3-CNE   
  944 Marywood                 14 14    10.56   .483  .166   3-ATLE  
  945 Dominican IL              9 15     9.53   .392  .158   3-NATH  
  946 Husson                   16  9     9.41   .616  .157   3-NATL  
  947 Penn Col Tech            18  7     9.36   .704  .157   3-UEAST 
  948 Clarkson                 10 15     9.32   .399  .156   3-LIB   
  949 Olivet MI                 3 22     9.28   .154  .156   3-MIAA  
  950 Hiram                     6 18     9.07   .286  .154   3-PRES  
  951 W Connecticut            10 15     8.93   .397  .153   3-LTLE  
  952 Pac Lutheran              2 19     8.92   .143  .153   3-NW    
  953 Wellesley                10 14     8.90   .422  .153   3-NEWN  
  954 NE Wesleyan               2 17     8.72   .136  .152   3-AMER  
  955 Lasell                   19  8     8.71   .665  .152   3-GRNE  
  956 Mt St Mary NY            17 10     8.70   .617  .152   3-SKYL  
  957 Elmira                   13 14     8.56   .494  .151   3-EMP8  
  958 Erskine                   1 27     8.20   .079  .148   2-CAROL 
  959 Nichols                  13 12     8.19   .523  .148   3-CNE   
  960 Caltech                   2 18     7.88   .140  .145   3-SCIAC 
  961 Eastern Univ              8 17     7.86   .355  .145   3-MATL  
  962 Lycoming                  8 17     7.86   .325  .145   3-LAND  
  963 FDU Madison               8 17     7.84   .338  .145   3-MATL  
  964 NJ City                   9 16     7.61   .351  .143   3-NJAC  
  965 Centenary NJ             12 13     7.40   .463  .142   3-ATLE  
  966 Juniata                   5 20     7.25   .228  .141   3-LAND  
  967 Lehman                   16 13     7.00   .571  .139   3-CUNY  
  968 Westminster MO           11 16     6.59   .405  .136   3-SLIAC 
  969 Castleton                 6 18     6.58   .310  .136   3-LTLE  
  970 Northwestern MN           5 18     6.28   .261  .134   3-UPMW  
  971 Neumann                   9 17     6.08   .392  .133   3-ATLE  
  972 Crown MN                  4 21     6.07   .211  .133   3-UPMW  
  973 Wheaton MA                5 20     5.88   .233  .131   3-NEWN  
  974 Lyon                      9 15     5.87   .407  .131   3-SLIAC 
  975 Notre Dame MD            12 12     5.69   .519  .130   3-UEAST 
  976 Dallas Univ               4 21     5.51   .188  .129   3-SCAC  
  977 Cedar Crest              16 11     5.46   .609  .128   3-UEAST 
  978 Monmouth IL               8 17     5.07   .291  .126   3-MW    
  979 Methodist                 8 18     4.95   .336  .125   3-USA   
  980 Le Tourneau               3 22     4.77   .167  .124   3-SCAC  
  981 Greenville                9 17     4.61   .370  .123   3-SLIAC 
  982 Alfred                   11 15     4.59   .435  .123   3-EMP8  
  983 Plymouth St              10 15     4.57   .387  .123   3-LTLE  
  984 Covenant                  5 16     4.52   .262  .122   3-CCSTH 
  985 Goucher                   8 17     4.46   .332  .122   3-LAND  
  986 Salem MA                 14 14     4.42   .503  .122   3-MASC  
  987 Westfield St             17 10     4.35   .602  .121   3-MASC  
  988 Norwich                  13 13     4.12   .508  .120   3-GRNE  
  989 St Elizabeth             12 13     3.73   .457  .117   3-ATLE  
  990 SUNY Cobleskill          15 11     3.65   .580  .117   3-NATL  
  991 Utica                     8 17     3.61   .339  .117   3-EMP8  
  992 Wilmington DE             1 27     3.22   .078  .114   2-CATL  
  993 Earlham                   1 24     3.20   .103  .114   3-HEART 
  994 E Mennonite               5 19     3.15   .260  .114   3-ODAC  
  995 Alfred St                16 11     3.08   .589  .113   3-AMTN  
  996 Gwynedd-Mercy             8 18     3.07   .338  .113   3-ATLE  
  997 Wilkes                    5 20     2.67   .239  .111   3-LAND  
  998 Beloit                    6 19     2.65   .244  .111   3-MW    
  999 Greensboro                9 16     2.46   .353  .110   3-USA   
 1000 Heidelberg                1 24     2.39   .077  .109   3-OHIO  
 1001 Farmingdale              16 12     2.15   .562  .108   3-SKYL  
 1002 Hobart & Smith            4 21     1.70   .200  .105   3-LIB   
 1003 Thomas ME                16 10     1.55   .610  .104   3-NATL  
 1004 Regis MA                 12 14     1.14   .458  .102   3-GRNE  
 1005 N England Col            15 12     1.11   .562  .102   3-GRNE  
 1006 Lake Forest               3 22     0.92   .153  .101   3-MW    
 1007 Wilson                   14 11     0.54   .547  .099   3-UEAST 
 1008 St Joseph's LI           15 12     0.41   .571  .098   3-SKYL  
 1009 Sarah Lawrence           14 12     0.32   .507  .098   3-SKYL  
 1010 Centenary                 3 20     0.32   .127  .098   3-SCAC  
 1011 Ramapo                    8 17     0.18   .333  .097   3-NJAC  
 1012 Worcester St             10 18     0.02   .396  .096   3-MASC  
 1013 Keuka                     9 15    -0.06   .372  .095   3-EMP8  
 1014 Lancaster Bib            11 16    -0.08   .425  .095   3-UEAST 
 1015 Mt Aloysius              10 16    -0.14   .423  .095   3-AMTN  
 1016 Thiel                     4 20    -0.26   .194  .094   3-PRES  
 1017 MS Women                  6 19    -0.30   .277  .094   3-SLIAC 
 1018 Albertus Magnus           9 18    -0.64   .333  .092   3-GRNE  
 1019 SUNY Potsdam              5 20    -0.89   .219  .091   3-SUNY  
 1020 Hartwick                  6 19    -1.30   .283  .089   3-EMP8  
 1021 SUNY Poly                 7 18    -1.30   .279  .089   3-EMP8  
 1022 Marian WI                 4 21    -1.32   .186  .089   3-NATH  
 1023 John Jay                 11 16    -1.42   .446  .089   3-CUNY  
 1024 Curry                     4 21    -1.74   .190  .087   3-CNE   
 1025 Bryn Mawr                 5 20    -2.21   .223  .085   3-CENT  
 1026 Anna Maria               12 15    -2.49   .447  .083   3-MASC  
 1027 Meredith                  6 19    -3.35   .249  .079   3-USA   
 1028 St Joseph CT              8 19    -3.48   .317  .079   3-GRNE  
 1029 Warren Wilson             4 20    -3.55   .207  .079   3-COAST 
 1030 Hood                      3 22    -3.82   .166  .077   3-MATL  
 1031 Purchase                 11 15    -4.36   .428  .075   3-SKYL  
 1032 PSU-Harrisburg            9 18    -4.36   .349  .075   3-UEAST 
 1033 Franciscan OH             2 21    -4.99   .121  .072   3-PRES  
 1034 Buffalo St                4 21    -5.17   .191  .072   3-SUNY  
 1035 Morrisville St            2 23    -5.90   .154  .069   3-SUNY  
 1036 NVU-Lyndon               12 12    -6.53   .514  .066   3-NATL  
 1037 Blackburn                 6 18    -6.66   .280  .066   3-SLIAC 
 1038 St Joseph's NY           11 16    -6.86   .428  .065   3-SKYL  
 1039 Agnes Scott               2 22    -7.38   .108  .063   3-CCSTH 
 1040 Kean                      2 21    -7.70   .118  .062   3-NJAC  
 1041 PR Mayaguez               0  8    -7.75   .010  .062   2-IND   
 1042 IL Tech                   3 21    -7.87   .144  .061   3-NATH  
 1043 Colby-Sawyer              9 17    -7.94   .381  .061   3-GRNE  
 1044 Baruch                   11 15    -7.94   .408  .061   3-CUNY  
 1045 Bard                      3 23    -8.83   .152  .058   3-LIB   
 1046 Salem NC                  3 18    -9.29   .183  .056   3-USA   
 1047 Mt St Vincent             7 18    -9.73   .324  .055   3-SKYL  
 1048 Gallaudet                 6 16   -10.37   .310  .053   3-UEAST 
 1049 Mary Baldwin              2 21   -10.63   .125  .052   3-USA   
 1050 Rockford                  1 23   -11.50   .075  .050   3-NATH  
 1051 Elms                      8 17   -11.70   .344  .049   3-GRNE  
 1052 Wesleyan GA               1 19   -11.86   .069  .049   3-CCSTH 
 1053 Rutgers-Newark            3 22   -13.41   .146  .044   3-NJAC  
 1054 Gordon                    4 21   -13.68   .191  .044   3-CNE   
 1055 PSU-Brandywine            6 18   -14.59   .258  .041   3-UEAST 
 1056 Regent                    2 16   -14.84   .127  .041   3-COAST 
 1057 Mt Holyoke                3 21   -15.33   .166  .040   3-NEWN  
 1058 Carlow                    6 18   -16.69   .234  .036   3-AMTN  
 1059 Rivier                    2 23   -17.33   .129  .035   3-GRNE  
 1060 Dean                      5 18   -18.19   .222  .033   3-GRNE  
 1061 City Col NY               6 18   -22.57   .249  .025   3-CUNY  
 1062 Hilbert                   4 22   -22.71   .163  .025   3-AMTN  
 1063 Keystone                  4 20   -23.60   .184  .024   3-UEAST 
 1064 Fitchburg St              4 21   -23.70   .174  .024   3-MASC  
 1065 Yeshiva                   3 21   -23.94   .140  .023   3-SKYL  
 1066 PSU-Berks                 4 20   -24.13   .171  .023   3-UEAST 
 1067 Mitchell                  1 19   -24.99   .100  .022   3-GRNE  
 1068 Eureka                    0 26   -25.27   .024  .022   3-SLIAC 
 1069 Pratt Inst                1 20   -26.07   .105  .020   3-ATLE  
 1070 NVU-Johnson               5 20   -26.93   .208  .019   3-NATL  
 1071 Old Westbury              2 20   -27.38   .109  .019   3-SKYL  
 1072 SUNY Delhi                5 20   -27.98   .196  .018   3-NATL  
 1073 Medgar Evers              3 21   -28.22   .142  .018   3-CUNY  
 1074 Pitt-Greensburg           1 23   -29.23   .100  .017   3-AMTN  
 1075 Cairn                     3 18   -32.67   .190  .013   3-UEAST 
 1076 ME Presque Isle           2 17   -33.13   .133  .013   3-NATL  
 1077 Pitt-Bradford             1 23   -33.28   .065  .013   3-AMTN  
 1078 Lesley                    3 21   -33.69   .140  .012   3-NATL  
 1079 Wentworth Tech            1 22   -35.26   .077  .011   3-CNE   
 1080 Maranatha Bap             0  8   -41.06   .004  .007   3-IND   
 1081 MA Col Lib Arts           0 20   -43.94   .038  .006   3-MASC  
 1082 York NY                   0 19   -45.71   .029  .005   3-CUNY  
 1083 Valley Forge              0 17   -56.70   .009  .002   3-UEAST 
 1084 Trinity DC                0 11   -58.21   .005  .001   3-IND   

Explanations:

  These rankings use the method developed by David Rothman (1935-2004),
  founder of the Foundation for the Analysis of Competitions and
  Tournaments (FACT). David's work was a part of college football's
  Bowl Championship Series for multiple years. His formula considers
  only margin of victory for in-season games (past data, date of game,
  and location are ignored).

  David's original code was written in BASIC in the 1970s -- the copy
  that I have is from November 1990 -- and I have rewritten it in
  Python to match the original numbers exactly.  The only differences
  should be in the formatting of the output.

Columns:

  Rating: measures a team's strength by balancing their results against
  opponent quality.  Ratings are iteratively adjusted until the system
  reaches a best fit across the entire season.  Includes game scores,
  but transformed with a logistic function to give diminishing returns
  for blowouts or for running up the score.

  Pct: the normalized margin-of-victory for a team's games.  Effectively
  how well did you perform in games, not counting quality of opponent.
  Again, though, Rothman's formula is set up so that blowouts do not add
  additional information.

  RRE: a team's expected win percentage if we were able to play a full
  round-robin schedule among all the teams listed.  It's functionally
  the same as the Rating, just expressed in a different way.


   FOUNDATION FOR THE ANALYSIS OF COMPETITIONS AND TOURNAMENTS (FACT)   
                   DAVID ROTHMAN (1935-2004), FOUNDER                   
              FACT Rankings calculated by Cody Kirkpatrick              
                        talismanred.com/ratings                         

                    LEAST LIKELY RESULTS OF SEASON                    

  1  Cornell                IVY     67  Columbia               IVY     60  0.07
  2  S Connecticut          2-NE10  67  Dominican NY           2-CATL  72  0.10
  3  Messiah                3-MATL  47  Albright               3-MATL  58  0.11
  4  W Salem St             2-CIAA  54  Livingstone            2-CIAA  61  0.11
  5  W Illinois             OVC     77  Tennessee St           OVC     87  0.12
  6  Cal Lutheran           3-SCIA  56  La Verne               3-SCIA  64  0.12
  7  Duke                   ACC     72  South Florida          AMER    85  0.13
  8  John Jay               3-CUNY  89  Hunter                 3-CUNY  70  0.13
  9  West Georgia           ASUN    62  S Carolina St          MEAC    69  0.13
 10  Whitman                3-NW    59  Lewis & Clark          3-NW    68  0.13

 

 

shopify analytics ecommerce