Tuesday, September 12, 2017

2017 Simulated RPI Ranks 9.12.2017

This week my full-season simulation system makes a change in how it simulates the results of future games.  Instead of using assigned pre-season ratings as a basis for simulating results, it now uses teams' actual ARPI ratings based on games played through Sunday, September 10.  I make the change at this point in the season because the actual ARPI ratings now match better than the assigned pre-season ratings with actual game results.

There are some things to bear in mind, which make the simulations at this stage of the season very speculative and likely to have some odd results:

  • The RPI formula has three main elements.  Element 1 is a team's winning percentage.  Element 2 is the average of its opponents' winning percentages.  Element 3 is the average of its opponents' opponents' winning percentages.  The design of the formula is such that the effective weights of these three elements, at the end of the season, are roughly 50% winning percentage, 40% opponents' winning percentages, and 10% opponents' opponents' winning percentages.  If you combine Elements 2 and 3, you get strength of schedule, so the end-of-season effective weights are roughly 50% winning percentage and 50% strength of schedule.
  • Early in the season, however, the effective weights are different and emphasize strength of schedule more than winning percentage.  Thus for teams' ratings based on games played through Sunday, September 10, the effective weights are 37% winning percentage, 50% opponents' winning percentages, and 13% opponents' opponents' winning percentages -- in other words, 37% winning percentage and 63% strength of schedule.  Over the course of the season, these numbers will migrate towards the desired 50-50 weights.
  • Teams have not yet played enough games to create all of the cross connections needed among teams in order for the rating system to be able to rate them all together in a single system.  In statistical lingo, there is not yet enough "correspondence" among the teams.  The correspondence among teams will improve as the season progresses.  This will result in significant movement of teams in the rankings.
  • Hurricanes Harvey and Irma may have a significant effect on this year's rankings, due to the need for teams to cancel games.  A prime example of this is Florida State.  Florida State has played what's so far turned out to be a weak non-conference schedule, with its opponents having current records (excluding their result against Florida State, which is what the RPI does in computing its strength of schedule) as follows:  UNC Greensboro 2-4-1, South Alabama 2-3-1, Samford 2-4-1, Alabama 6-1-0, and Kentucky 4-3-0.  And, tomorrow it will have a game against Troy 2-4-2, which will be its last non-conference opponent.  Florida State's record against the teams it's played is 4-1.  Combined with its strength of schedule, and with the current RPI's effective weights of winning percentage as compared to strength of schedule, this puts Florida State at #56 in the ARPI rankings.  Florida State was scheduled to play Florida, at Florida, last Friday, but lost the game to Hurricane Irma and it appears likely the game will not be re-scheduled.  If they had played Florida and lost, their current ranking would be #59; if they tied it would be #53; and if they won it would be #41.  Thus not being able to play that game will hurt Florida State on the strength of schedule side of the RPI equation.  In addition, my studies have indicated that the Women's Soccer Committee, in making NCAA Tournament decisions, places a high value on good results -- wins or ties -- against highly ranked teams.  At present, with the loss of the Florida game, none of Florida State's non-conference opponents are in the Top 50 teams, so it currently has no good results in its record.  What this means for Florida State -- and for teams in a similar position that have had to cancel games against their good quality non-conference opponents -- is that there will be a greater than usual need for it to do well in its conference games, including gaining some high quality wins and/or ties.
With those thoughts in mind, here are the simulated end-of-season (including conference tournaments) ARPI ranks of the teams:


Team ARPI Rank Conference
SouthCarolinaU 1 SEC
Stanford 2 PacTwelve
TexasU 3 BigTwelve
Princeton 4 Ivy
LSU 5 SEC
Memphis 6 American
Rutgers 7 BigTen
UCF 8 American
TexasA&M 9 SEC
WakeForest 10 ACC
UCLA 11 PacTwelve
Clemson 12 ACC
WisconsinU 13 BigTen
MurrayState 14 OhioValley
Duke 15 ACC
Marquette 16 BigEast
FloridaU 17 SEC
NCState 18 ACC
FloridaGulfCoast 19 AtlanticSun
Rice 20 ConferenceUSA
WashingtonU 21 PacTwelve
MississippiU 22 SEC
KansasU 23 BigTwelve
TennesseeU 24 SEC
Purdue 25 BigTen
LoyolaMarymount 26 WestCoast
AlabamaU 27 SEC
MichiganU 28 BigTen
WashingtonState 29 PacTwelve
WestVirginiaU 30 BigTwelve
Butler 31 BigEast
UALR 32 SunBelt
VirginiaTech 33 ACC
Drexel 34 Colonial
OhioState 35 BigTen
VirginiaU 36 ACC
CollegeofCharleston 37 Colonial
MississippiState 38 SEC
LongBeachState 39 BigWest
Yale 40 Ivy
StJosephs 41 AtlanticTen
CaliforniaU 42 PacTwelve
Cincinnati 43 American
SMU 44 American
Pepperdine 45 WestCoast
UNLV 46 MountainWest
AustinPeay 47 OhioValley
Monmouth 48 MetroAtlantic
StLouis 49 AtlanticTen
KennesawState 50 AtlanticSun
UAB 51 ConferenceUSA
ColoradoU 52 PacTwelve
NorthCarolinaU 53 ACC
GeorgiaU 54 SEC
FresnoState 55 MountainWest
FloridaState 56 ACC
Milwaukee 57 Horizon
Radford 58 BigSouth
Lamar 59 Southland
SacramentoState 60 BigSky
Bryant 61 Northeast
Northeastern 62 Colonial
PennState 63 BigTen
Georgetown 64 BigEast
KentState 65 MidAmerican
Harvard 66 Ivy
SouthFlorida 67 American
NewHampshireU 68 AmericaEast
UNCAsheville 69 BigSouth
Charlotte 70 ConferenceUSA
IndianaU 71 BigTen
Valparaiso 72 MissouriValley
CoastalCarolina 73 SunBelt
NorthFlorida 74 AtlanticSun
CalStateNorthridge 75 BigWest
CalStateFullerton 76 BigWest
UtahU 77 PacTwelve
CentralMichigan 78 MidAmerican
VCU 79 AtlanticTen
SantaClara 80 WestCoast
Belmont 81 OhioValley
Samford 82 Southern
MichiganState 83 BigTen
Houston 84 American
MontanaU 85 BigSky
UtahState 86 MountainWest
Colgate 87 Patriot
Navy 88 Patriot
Villanova 89 BigEast
Dartmouth 90 Ivy
TennesseeTech 91 OhioValley
OklahomaState 92 BigTwelve
LouisianaTech 93 ConferenceUSA
NotreDame 94 ACC
Quinnipiac 95 MetroAtlantic
Liberty 96 BigSouth
BYU 97 WestCoast
LoyolaChicago 98 MissouriValley
Baylor 99 BigTwelve
William&Mary 100 Colonial
IndianaState 101 MissouriValley
NorthernColorado 102 BigSky
Vanderbilt 103 SEC
Louisville 104 ACC
NebraskaU 105 BigTen
Stetson 106 AtlanticSun
Syracuse 107 ACC
DelawareU 108 Colonial
Gonzaga 109 WestCoast
Columbia 110 Ivy
GeorgiaSouthern 111 SunBelt
MarylandU 112 BigTen
RhodeIslandU 113 AtlanticTen
TexasRGV 114 WAC
NorthwesternU 115 BigTen
ConnecticutU 116 American
ColoradoCollege 117 MountainWest
Seattle 118 WAC
SouthAlabama 119 SunBelt
LaSalle 120 AtlanticTen
StephenFAustin 121 Southland
TexasCorpusChristi 122 Southland
SamHoustonState 123 Southland
BostonCollege 124 ACC
BowlingGreen 125 MidAmerican
KentuckyU 126 SEC
WesternMichigan 127 MidAmerican
Binghamton 128 AmericaEast
ArizonaU 129 PacTwelve
DePaul 130 BigEast
OldDominion 131 ConferenceUSA
ArizonaState 132 PacTwelve
ClevelandState 133 Horizon
MississippiValley 134 Southwestern
Auburn 135 SEC
NorthernArizona 136 BigSky
Lehigh 137 Patriot
VermontU 138 AmericaEast
Hofstra 139 Colonial
Furman 140 Southern
TCU 141 BigTwelve
Winthrop 142 BigSouth
UCSantaBarbara 143 BigWest
StJohns 144 BigEast
SouthernMississippi 145 ConferenceUSA
Brown 146 Ivy
MissouriState 147 MissouriValley
NorthernKentucky 148 Horizon
Niagara 149 MetroAtlantic
UNCGreensboro 150 Southern
UNI 151 MissouriValley
GeorgeWashington 152 AtlanticTen
SouthernCalifornia 153 PacTwelve
IUPUI 154 Horizon
NorthernIllinois 155 MidAmerican
TexasTech 156 BigTwelve
EastCarolina 157 American
WesternKentucky 158 ConferenceUSA
OregonU 159 PacTwelve
Elon 160 Colonial
UMassLowell 161 AmericaEast
FloridaAtlantic 162 ConferenceUSA
EastTennesseeState 163 Southern
UCIrvine 164 BigWest
BostonU 165 Patriot
EasternIllinois 166 OhioValley
MiamiFL 167 ACC
NorthTexas 168 ConferenceUSA
CentralConnecticut 169 Northeast
MinnesotaU 170 BigTen
SoutheastMissouriState 171 OhioValley
ArkansasState 172 SunBelt
Fairfield 173 MetroAtlantic
Xavier 174 BigEast
IowaU 175 BigTen
SanDiegoState 176 MountainWest
GeorgeMason 177 AtlanticTen
OregonState 178 PacTwelve
Mercer 179 Southern
Troy 180 SunBelt
Pacific 181 WestCoast
WyomingU 182 MountainWest
Drake 183 MissouriValley
AirForce 184 MountainWest
NewMexicoState 185 WAC
EasternMichigan 186 MidAmerican
SacredHeart 187 Northeast
EasternWashington 188 BigSky
ArkansasU 189 SEC
Bucknell 190 Patriot
WrightState 191 Horizon
McNeeseState 192 Southland
Pittsburgh 193 ACC
HighPoint 194 BigSouth
CharlestonSouthern 195 BigSouth
CalStateBakersfield 196 WAC
JacksonvilleState 197 OhioValley
RobertMorris 198 Northeast
AlabamaState 199 Southwestern
UNCWilmington 200 Colonial
Cornell 201 Ivy
TexasSouthern 202 Southwestern
StMarys 203 WestCoast
Providence 204 BigEast
Duquesne 205 AtlanticTen
Siena 206 MetroAtlantic
Lipscomb 207 AtlanticSun
IllinoisState 208 MissouriValley
SanFrancisco 209 WestCoast
Dayton 210 AtlanticTen
IncarnateWord 211 Southland
OhioU 212 MidAmerican
MissouriU 213 SEC
OklahomaU 214 BigTwelve
Canisius 215 MetroAtlantic
Tulsa 216 American
AlcornState 217 Southwestern
FIU 218 ConferenceUSA
Denver 219 Summit
Longwood 220 BigSouth
GeorgiaState 221 SunBelt
JacksonvilleU 222 AtlanticSun
StonyBrook 223 AmericaEast
Toledo 224 MidAmerican
Presbyterian 225 BigSouth
TexasState 226 SunBelt
LouisianaLafayette 227 SunBelt
KansasState 228 BigTwelve
IdahoU 229 BigSky
MiddleTennessee 230 ConferenceUSA
Lafayette 231 Patriot
EasternKentucky 232 OhioValley
ColoradoState 233 MountainWest
Temple 234 American
WesternCarolina 235 Southern
UNOmaha 236 Summit
JamesMadison 237 Colonial
SanJoseState 238 MountainWest
NewMexicoU 239 MountainWest
NorthwesternState 240 Southland
SanDiegoU 241 WestCoast
UCDavis 242 BigWest
Army 243 Patriot
Towson 244 Colonial
Oakland 245 Horizon
UtahValley 246 WAC
CalPoly 247 BigWest
CentralArkansas 248 Southland
Marist 249 MetroAtlantic
IllinoisU 250 BigTen
StFrancis 251 Northeast
Wofford 252 Southern
UTSA 253 ConferenceUSA
PennsylvaniaU 254 Ivy
SIUEdwardsville 255 OhioValley
MassachusettsU 256 AtlanticTen
NJIT 257 AtlanticSun
Howard 258 Southwestern
SouthDakotaState 259 Summit
Chattanooga 260 Southern
BoiseState 261 MountainWest
Buffalo 262 MidAmerican
HawaiiU 263 BigWest
Albany 264 AmericaEast
HoustonBaptist 265 Southland
Richmond 266 AtlanticTen
Akron 267 MidAmerican
SouthernUtah 268 BigSky
Morehead 269 OhioValley
IowaState 270 BigTwelve
MaineU 271 AmericaEast
PortlandU 272 WestCoast
FairleighDickinson 273 Northeast
Wagner 274 Northeast
Campbell 275 BigSouth
SouthDakotaU 276 Summit
Manhattan 277 MetroAtlantic
StBonaventure 278 AtlanticTen
Detroit 279 Horizon
UCRiverside 280 BigWest
Davidson 281 AtlanticTen
Creighton 282 BigEast
American 283 Patriot
Evansville 284 MissouriValley
MountStMary 285 Northeast
SetonHall 286 BigEast
Marshall 287 ConferenceUSA
GrandCanyon 288 WAC
Grambling 289 Southwestern
WeberState 290 BigSky
UTEP 291 ConferenceUSA
UMBC 292 AmericaEast
USCUpstate 293 AtlanticSun
YoungstownState 294 Horizon
PrairieViewA&M 295 Southwestern
TennesseeMartin 296 OhioValley
Fordham 297 AtlanticTen
ArkansasPineBluff 298 Southwestern
GardnerWebb 299 BigSouth
PortlandState 300 BigSky
Citadel 301 Southern
BallState 302 MidAmerican
AppalachianState 303 SunBelt
SouthCarolinaState 304 Independent
LongIsland 305 Northeast
NichollsState 306 Southland
IllinoisChicago 307 Horizon
NorthDakotaU 308 BigSky
Rider 309 MetroAtlantic
AbileneChristian 310 Southland
LoyolaMD 311 Patriot
OralRoberts 312 Summit
UMKC 313 WAC
NevadaU 314 MountainWest
LouisianaMonroe 315 SunBelt
HolyCross 316 Patriot
MiamiOH 317 MidAmerican
VMI 318 Southern
GreenBay 319 Horizon
Iona 320 MetroAtlantic
SELouisiana 321 Southland
IdahoState 322 BigSky
WesternIllinois 323 Summit
SouthernU 324 Southwestern
Hartford 325 AmericaEast
StPeters 326 MetroAtlantic
IPFW 327 Summit
ChicagoState 328 WAC
NorthDakotaState 329 Summit
AlabamaA&M 330 Southwestern
JacksonState 331 Southwestern
DelawareState 332 Independent
Hampton 333 Independent

2017 NCAA Tournament Bracket Simulation 9.12.2017

Here is the simulated NCAA Tournament bracket that my system produces, using the simulated rankings from the preceding post and other data derived from the simulated game results.  It's important to read my comments in the preceding post, as they may explain some of the things you may find "odd" in this week's simulation.  The code for the entries in the "NCAA Seed or Selection" column is as follows:

1 = #1 seed
2 = #2 seed
3 = #3 seed
4 = #4 seed
5 = unseeded Automatic Qualifier
6 = unseeded at large selection
7 = Top 60 team not getting an at large selection
8 = Top 60 team, but disqualified due to record below 0.500
9 = Outside Top 60 team, but possible at large selection if within Top 60

NCAA Seed or Selection Automatic Qualifier ARPI Rank for Formation Team for Formation
1 AQ 1 SouthCarolinaU
1 0 5 LSU
1 AQ 2 Stanford
1 AQ 10 WakeForest
2 AQ 3 TexasU
2 AQ 4 Princeton
2 0 17 FloridaU
2 0 9 TexasA&M
3 0 8 UCF
3 AQ 7 Rutgers
3 AQ 6 Memphis
3 0 12 Clemson
4 AQ 14 MurrayState
4 0 15 Duke
4 0 11 UCLA
4 0 13 WisconsinU
5 AQ 16 Marquette
5 AQ 32 UALR
5 AQ 26 LoyolaMarymount
5 AQ 19 FloridaGulfCoast
5 AQ 20 Rice
5 AQ 49 StLouis
5 AQ 46 UNLV
5 AQ 39 LongBeachState
5 AQ 48 Monmouth
5 AQ 37 CollegeofCharleston
5 AQ 57 Milwaukee
5 AQ 58 Radford
5 AQ 60 SacramentoState
5 AQ 82 Samford
5 AQ 61 Bryant
5 AQ 65 KentState
5 AQ 72 Valparaiso
5 AQ 68 NewHampshireU
5 AQ 88 Navy
5 AQ 134 MississippiValley
5 AQ 118 Seattle
6 0 22 MississippiU
6 0 21 WashingtonU
6 0 18 NCState
6 0 24 TennesseeU
6 0 31 Butler
6 0 25 Purdue
6 0 27 AlabamaU
6 0 23 KansasU
6 0 38 MississippiState
6 0 28 MichiganU
6 0 59 Lamar
6 0 36 VirginiaU
6 0 40 Yale
6 0 29 WashingtonState
6 0 33 VirginiaTech
6 0 30 WestVirginiaU
6 0 34 Drexel
6 0 35 OhioState
6 0 42 CaliforniaU
6 0 43 Cincinnati
6 0 41 StJosephs
6 0 44 SMU
6 0 47 AustinPeay
6 0 45 Pepperdine
6 0 53 NorthCarolinaU
6 0 52 ColoradoU
7 0 50 KennesawState
7 0 51 UAB
7 0 56 FloridaState
7 0 55 FresnoState
8 0 54 GeorgiaU
9 0 67 SouthFlorida
9 0 63 PennState
9 0 64 Georgetown
9 0 66 Harvard
9 0 71 IndianaU
9 0 75 CalStateNorthridge
9 0 76 CalStateFullerton
9 0 77 UtahU

Other possible seeds:

#1:  Texas, Princeton, Texas A&M, Rutgers, UCF

#2:  UCF, Rutgers, Clemson, Wisconsin, Memphis, UCLA, Duke

#3:  UCLA, Wisconsin, Duke, NC State, Washington, Tennessee, Mississippi

#4:  Marquette, NC State, Tennessee, Mississippi, Washington, Michigan, Kansas, Butler

Monday, September 4, 2017

2017 Simulated RPI Ranks 9.4.2017

Below are this week's simulated RPI ranks, with the actual results of games through Sunday, September 3 having replaced the simulated results of those games.

Next week, you can expect to see some significant changes.  At that time, my system for simulating future game results will shift from using assigned pre-season ratings (based on teams' historic ARPI averages) to using the actual then-current ARPI ratings.

Team ARPI Rank Conference
NorthCarolinaU 1 ACC
WestVirginiaU 2 BigTwelve
FloridaState 3 ACC
FloridaU 4 SEC
Stanford 5 PacTwelve
VirginiaU 6 ACC
PennState 7 BigTen
SouthCarolinaU 8 SEC
UCF 9 American
Rutgers 10 BigTen
UCLA 11 PacTwelve
TexasA&M 12 SEC
Marquette 13 BigEast
NotreDame 14 ACC
MurrayState 15 OhioValley
WisconsinU 16 BigTen
Northeastern 17 Colonial
BostonCollege 18 ACC
OhioState 19 BigTen
VirginiaTech 20 ACC
Georgetown 21 BigEast
ConnecticutU 22 American
CaliforniaU 23 PacTwelve
TexasTech 24 BigTwelve
William&Mary 25 Colonial
LongBeachState 26 BigWest
Memphis 27 American
Princeton 28 Ivy
SantaClara 29 WestCoast
SouthernCalifornia 30 PacTwelve
BYU 31 WestCoast
Harvard 32 Ivy
Auburn 33 SEC
OklahomaState 34 BigTwelve
Baylor 35 BigTwelve
Duke 36 ACC
WakeForest 37 ACC
SouthFlorida 38 American
Clemson 39 ACC
Hofstra 40 Colonial
TennesseeU 41 SEC
WashingtonState 42 PacTwelve
Pepperdine 43 WestCoast
Rice 44 ConferenceUSA
KansasU 45 BigTwelve
SouthAlabama 46 SunBelt
LaSalle 47 AtlanticTen
WashingtonU 48 PacTwelve
FloridaGulfCoast 49 AtlanticSun
NorthTexas 50 ConferenceUSA
MichiganU 51 BigTen
Monmouth 52 MetroAtlantic
MinnesotaU 53 BigTen
SanDiegoState 54 MountainWest
BostonU 55 Patriot
MississippiU 56 SEC
TexasU 57 BigTwelve
Liberty 58 BigSouth
Louisville 59 ACC
NebraskaU 60 BigTen
AlabamaU 61 SEC
Providence 62 BigEast
WrightState 63 Horizon
JamesMadison 64 Colonial
LSU 65 SEC
Buffalo 66 MidAmerican
CalStateFullerton 67 BigWest
Samford 68 Southern
KentuckyU 69 SEC
MissouriU 70 SEC
VCU 71 AtlanticTen
StephenFAustin 72 Southland
Dayton 73 AtlanticTen
UCIrvine 74 BigWest
StJohns 75 BigEast
ColoradoCollege 76 MountainWest
UNLV 77 MountainWest
Troy 78 SunBelt
StLouis 79 AtlanticTen
UtahState 80 MountainWest
Dartmouth 81 Ivy
HighPoint 82 BigSouth
CentralMichigan 83 MidAmerican
Cincinnati 84 American
IllinoisState 85 MissouriValley
PortlandU 86 WestCoast
UtahU 87 PacTwelve
FairleighDickinson 88 Northeast
MiamiOH 89 MidAmerican
Syracuse 90 ACC
ArkansasU 91 SEC
WesternMichigan 92 MidAmerican
WesternKentucky 93 ConferenceUSA
IllinoisU 94 BigTen
TennesseeMartin 95 OhioValley
SMU 96 American
GeorgiaU 97 SEC
ArizonaU 98 PacTwelve
CalStateNorthridge 99 BigWest
Brown 100 Ivy
Tulsa 101 American
SanDiegoU 102 WestCoast
UNCWilmington 103 Colonial
UNCGreensboro 104 Southern
Charlotte 105 ConferenceUSA
Milwaukee 106 Horizon
Siena 107 MetroAtlantic
AbileneChristian 108 Southland
Bucknell 109 Patriot
MichiganState 110 BigTen
OregonState 111 PacTwelve
EastCarolina 112 American
Seattle 113 WAC
DePaul 114 BigEast
Albany 115 AmericaEast
SoutheastMissouriState 116 OhioValley
MiamiFL 117 ACC
TCU 118 BigTwelve
NCState 119 ACC
ArizonaState 120 PacTwelve
UCSantaBarbara 121 BigWest
Yale 122 Ivy
OklahomaU 123 BigTwelve
ColoradoU 124 PacTwelve
EasternWashington 125 BigSky
Furman 126 Southern
LoyolaMarymount 127 WestCoast
TexasState 128 SunBelt
Navy 129 Patriot
Columbia 130 Ivy
UtahValley 131 WAC
MississippiState 132 SEC
KennesawState 133 AtlanticSun
Longwood 134 BigSouth
IdahoU 135 BigSky
CentralConnecticut 136 Northeast
MissouriState 137 MissouriValley
Vanderbilt 138 SEC
NorthwesternU 139 BigTen
GeorgeWashington 140 AtlanticTen
UALR 141 SunBelt
NewMexicoU 142 MountainWest
OldDominion 143 ConferenceUSA
SamHoustonState 144 Southland
Richmond 145 AtlanticTen
Denver 146 Summit
IowaU 147 BigTen
Campbell 148 BigSouth
UTEP 149 ConferenceUSA
Marshall 150 ConferenceUSA
NorthernColorado 151 BigSky
IndianaU 152 BigTen
Hartford 153 AmericaEast
StFrancis 154 Northeast
WyomingU 155 MountainWest
Butler 156 BigEast
SanJoseState 157 MountainWest
Radford 158 BigSouth
NorthernArizona 159 BigSky
JacksonvilleU 160 AtlanticSun
GeorgeMason 161 AtlanticTen
EastTennesseeState 162 Southern
MontanaU 163 BigSky
Elon 164 Colonial
IowaState 165 BigTwelve
Drake 166 MissouriValley
Drexel 167 Colonial
DelawareU 168 Colonial
Colgate 169 Patriot
AppalachianState 170 SunBelt
Rider 171 MetroAtlantic
Valparaiso 172 MissouriValley
Fairfield 173 MetroAtlantic
MarylandU 174 BigTen
Pittsburgh 175 ACC
StJosephs 176 AtlanticTen
PennsylvaniaU 177 Ivy
AustinPeay 178 OhioValley
BallState 179 MidAmerican
Houston 180 American
MiddleTennessee 181 ConferenceUSA
NewHampshireU 182 AmericaEast
TennesseeTech 183 OhioValley
Belmont 184 OhioValley
OregonU 185 PacTwelve
MassachusettsU 186 AtlanticTen
Mercer 187 Southern
GrandCanyon 188 WAC
KentState 189 MidAmerican
CalPoly 190 BigWest
EasternMichigan 191 MidAmerican
GeorgiaSouthern 192 SunBelt
Duquesne 193 AtlanticTen
Toledo 194 MidAmerican
Purdue 195 BigTen
Quinnipiac 196 MetroAtlantic
SELouisiana 197 Southland
SanFrancisco 198 WestCoast
Lipscomb 199 AtlanticSun
FloridaAtlantic 200 ConferenceUSA
UAB 201 ConferenceUSA
CoastalCarolina 202 SunBelt
GeorgiaState 203 SunBelt
Cornell 204 Ivy
Fordham 205 AtlanticTen
HoustonBaptist 206 Southland
Howard 207 Southwestern
Creighton 208 BigEast
SouthDakotaState 209 Summit
Morehead 210 OhioValley
UCDavis 211 BigWest
OralRoberts 212 Summit
MaineU 213 AmericaEast
UCRiverside 214 BigWest
Evansville 215 MissouriValley
Detroit 216 Horizon
StonyBrook 217 AmericaEast
BoiseState 218 MountainWest
SIUEdwardsville 219 OhioValley
Oakland 220 Horizon
WesternCarolina 221 Southern
Temple 222 American
Niagara 223 MetroAtlantic
NorthwesternState 224 Southland
UMKC 225 WAC
NorthernKentucky 226 Horizon
CollegeofCharleston 227 Colonial
LouisianaTech 228 ConferenceUSA
Villanova 229 BigEast
StMarys 230 WestCoast
FIU 231 ConferenceUSA
UTSA 232 ConferenceUSA
Gonzaga 233 WestCoast
TexasSouthern 234 Southwestern
Lehigh 235 Patriot
Army 236 Patriot
SouthernMississippi 237 ConferenceUSA
CentralArkansas 238 Southland
LoyolaChicago 239 MissouriValley
Xavier 240 BigEast
EasternKentucky 241 OhioValley
FresnoState 242 MountainWest
RhodeIslandU 243 AtlanticTen
Towson 244 Colonial
KansasState 245 BigTwelve
SetonHall 246 BigEast
Winthrop 247 BigSouth
RobertMorris 248 Northeast
SacredHeart 249 Northeast
ArkansasState 250 SunBelt
OhioU 251 MidAmerican
WeberState 252 BigSky
Lamar 253 Southland
JacksonState 254 Southwestern
NorthFlorida 255 AtlanticSun
AirForce 256 MountainWest
CharlestonSouthern 257 BigSouth
CalStateBakersfield 258 WAC
UNCAsheville 259 BigSouth
JacksonvilleState 260 OhioValley
HolyCross 261 Patriot
NorthernIllinois 262 MidAmerican
Manhattan 263 MetroAtlantic
IUPUI 264 Horizon
BowlingGreen 265 MidAmerican
LouisianaLafayette 266 SunBelt
McNeeseState 267 Southland
SacramentoState 268 BigSky
VermontU 269 AmericaEast
Chattanooga 270 Southern
Stetson 271 AtlanticSun
Marist 272 MetroAtlantic
Binghamton 273 AmericaEast
StBonaventure 274 AtlanticTen
HawaiiU 275 BigWest
Wagner 276 Northeast
SouthernUtah 277 BigSky
Wofford 278 Southern
LoyolaMD 279 Patriot
Davidson 280 AtlanticTen
Pacific 281 WestCoast
UNI 282 MissouriValley
Presbyterian 283 BigSouth
PrairieViewA&M 284 Southwestern
GardnerWebb 285 BigSouth
NewMexicoState 286 WAC
NevadaU 287 MountainWest
Akron 288 MidAmerican
IndianaState 289 MissouriValley
Canisius 290 MetroAtlantic
UMBC 291 AmericaEast
Lafayette 292 Patriot
PortlandState 293 BigSky
Bryant 294 Northeast
MississippiValley 295 Southwestern
YoungstownState 296 Horizon
ClevelandState 297 Horizon
TexasCorpusChristi 298 Southland
UMassLowell 299 AmericaEast
NorthDakotaState 300 Summit
TexasRGV 301 WAC
LouisianaMonroe 302 SunBelt
EasternIllinois 303 OhioValley
MountStMary 304 Northeast
American 305 Patriot
NichollsState 306 Southland
ColoradoState 307 MountainWest
IllinoisChicago 308 Horizon
IdahoState 309 BigSky
AlabamaState 310 Southwestern
Iona 311 MetroAtlantic
VMI 312 Southern
Citadel 313 Southern
ArkansasPineBluff 314 Southwestern
UNOmaha 315 Summit
IncarnateWord 316 Southland
NJIT 317 AtlanticSun
SouthDakotaU 318 Summit
LongIsland 319 Northeast
NorthDakotaU 320 BigSky
WesternIllinois 321 Summit
USCUpstate 322 AtlanticSun
IPFW 323 Summit
StPeters 324 MetroAtlantic
GreenBay 325 Horizon
SouthCarolinaState 326 Independent
SouthernU 327 Southwestern
AlabamaA&M 328 Southwestern
Grambling 329 Southwestern
DelawareState 330 Independent
ChicagoState 331 WAC
AlcornState 332 Southwestern
Hampton 333 Independent