Data includes all division 1 games through Friday, 3/17/23.

My model estimates team strength by using Pythagorean expectation, adjusting for strength of schedule using the log5 method. The score, location, opponent, and date of the games are all incorporated into the model. It was the only model out of 57 publicly available models to correctly predict 8th seeded Loyola-Chicago’s upset of 1st seeded Illinois and 14th seeded Abilene Christian’s upset of 3rd seeded Texas in the 2021 NCAA Tournament.

Notes: Starting the week of January 1st, a change to the model was implemented that fixed an error in the way that home court advantage was calculated. Starting the week of January 23rd, a change to the model was implemented that improved the way that strength of schedule was calculated. Starting the week of February 13th, a change was implemented that improved the way that blowout wins were incorporated into the model. Starting the week of February 27th, a change was implemented that weighted recent games more heavily.

Team Conference Ranking Expected Winning Percentage vs. Average Opponent Change from Last Monday Strength of Schedule Schedule Rank
Houston AAC 1 0.943 0 0.616 92
UCLA Pac 12 2 0.940 +1 0.710 34
Alabama SEC 3 0.936 -1 0.748 9
Tennessee SEC 4 0.925 0 0.702 43
UConn Big East 5 0.915 +1 0.678 60
Texas Big 12 6 0.913 -1 0.761 7
Kansas Big 12 7 0.904 +1 0.790 1
Gonzaga WCC 8 0.900 +1 0.692 51
Purdue Big 10 9 0.895 -2 0.715 30
Saint Mary’s (CA) WCC 10 0.895 +1 0.684 57
Arizona Pac 12 11 0.893 -1 0.715 28
Creighton Big East 12 0.877 +1 0.727 20
Baylor Big 12 13 0.876 -1 0.768 5
Marquette Big East 14 0.873 +1 0.688 52
Arkansas SEC 15 0.865 +1 0.741 11
San Diego St. MWC 16 0.863 -2 0.706 37
Fla. Atlantic C-USA 17 0.858 +4 0.548 123
Duke ACC 18 0.856 +11 0.667 64
TCU Big 12 19 0.856 -1 0.718 24
Kansas St. Big 12 20 0.856 -1 0.729 16
West Virginia Big 12 21 0.854 -1 0.774 4
Maryland Big 10 22 0.851 +3 0.704 40
Indiana Big 10 23 0.851 +3 0.731 14
Xavier Big East 24 0.848 -1 0.715 29
Memphis AAC 25 0.847 +3 0.687 53
Kentucky SEC 26 0.846 +5 0.711 32
Iowa St. Big 12 27 0.846 -10 0.759 8
Auburn SEC 28 0.845 +2 0.730 15
Michigan St. Big 10 29 0.839 +5 0.774 3
Texas A&M SEC 30 0.839 -6 0.696 48
Illinois Big 10 31 0.838 +1 0.701 45
Rutgers Big 10 32 0.837 -5 0.692 49
Utah St. MWC 33 0.837 -11 0.684 56
Northwestern Big 10 34 0.834 +1 0.720 23
Boise St. MWC 35 0.820 -2 0.664 65
Oregon Pac 12 36 0.818 +5 0.737 12
Penn St. Big 10 37 0.817 +6 0.728 19
Virginia ACC 38 0.817 -2 0.642 79
Iowa Big 10 39 0.817 -2 0.727 21
Southern California Pac 12 40 0.813 -2 0.704 41
North Texas C-USA 41 0.812 -2 0.554 116
Oklahoma St. Big 12 42 0.809 -2 0.763 6
Michigan Big 10 43 0.807 +1 0.729 17
Ohio St. Big 10 44 0.805 -2 0.744 10
North Carolina ACC 45 0.798 0 0.687 55
Texas Tech Big 12 46 0.794 0 0.718 25
Providence Big East 47 0.792 +1 0.650 73
Cincinnati AAC 48 0.792 +2 0.631 84
Missouri SEC 49 0.789 +3 0.692 50
UAB C-USA 50 0.789 +11 0.548 122
Mississippi St. SEC 51 0.789 -4 0.681 58
UCF AAC 52 0.786 +12 0.627 86
Miami (FL) ACC 53 0.785 +6 0.621 90
Liberty A-Sun 54 0.780 +2 0.464 182
VCU A-10 55 0.780 -2 0.551 118
Arizona St. Pac 12 56 0.779 +12 0.707 36
Colorado Pac 12 57 0.779 -6 0.715 26
NC State ACC 58 0.776 -1 0.630 85
Oklahoma Big 12 59 0.773 +1 0.783 2
Wisconsin Big 10 60 0.769 +12 0.734 13
Sam Houston WAC 61 0.768 +5 0.534 128
Utah Pac 12 62 0.765 +1 0.664 66
Washington St. Pac 12 63 0.763 -8 0.698 47
Villanova Big East 64 0.763 +5 0.705 38
Seton Hall Big East 65 0.762 +6 0.702 44
Pittsburgh ACC 66 0.759 +14 0.610 94
Drake MVC 67 0.757 0 0.477 169
Florida SEC 68 0.757 -10 0.713 31
Nevada MWC 69 0.756 -20 0.675 62
Oral Roberts Summit 70 0.756 -8 0.433 218
Yale Ivy 71 0.754 -1 0.457 188
Clemson ACC 72 0.754 -7 0.573 108
New Mexico MWC 73 0.754 -19 0.648 75
Utah Valley WAC 74 0.752 +5 0.542 125
BYU WCC 75 0.751 -2 0.650 72
Dayton A-10 76 0.745 -2 0.519 133
Vanderbilt SEC 77 0.744 0 0.725 22
Col. of Charleston CAA 78 0.744 -2 0.387 270
Kent St. MAC 79 0.734 -4 0.482 162
Stanford Pac 12 80 0.730 +2 0.687 54
Iona MAAC 81 0.723 -3 0.414 244
Santa Clara WCC 82 0.715 +1 0.642 78
Bradley MVC 83 0.712 -2 0.495 148
Virginia Tech ACC 84 0.712 0 0.621 89
Marshall Sunbelt 85 0.703 0 0.432 219
Hofstra CAA 86 0.693 +4 0.422 231
St. John’s (NY) Big East 87 0.687 0 0.649 74
Wake Forest ACC 88 0.686 0 0.621 88
Indiana St. MVC 89 0.676 0 0.394 263
Nebraska Big 10 90 0.674 +2 0.729 18
Toledo MAC 91 0.673 0 0.434 215
UNLV MWC 92 0.672 -6 0.642 77
Furman Southern 93 0.672 +1 0.418 239
Louisiana Sunbelt 94 0.661 +8 0.499 142
Wichita St. AAC 95 0.655 +2 0.588 102
San Jose St. MWC 96 0.654 -3 0.640 80
San Francisco WCC 97 0.654 -2 0.595 99
Saint Louis A-10 98 0.652 0 0.576 107
South Alabama Sunbelt 99 0.650 +1 0.495 147
James Madison Sunbelt 100 0.650 -4 0.444 203
Akron MAC 101 0.648 0 0.469 177
Washington Pac 12 102 0.646 +1 0.703 42
Grand Canyon WAC 103 0.640 +3 0.560 114
Colorado St. MWC 104 0.634 0 0.660 69
Southern Utah WAC 105 0.631 +3 0.581 104
Princeton Ivy 106 0.630 +10 0.452 199
Ole Miss SEC 107 0.629 0 0.699 46
Charlotte C-USA 108 0.629 +2 0.508 137
UC Irvine Big West 109 0.627 -10 0.478 167
Tulane AAC 110 0.625 +2 0.569 110
LMU (CA) WCC 111 0.622 0 0.619 91
Southern Miss. Sunbelt 112 0.616 -7 0.470 175
Middle Tenn. C-USA 113 0.615 +1 0.576 106
UC Santa Barbara Big West 114 0.614 -5 0.439 207
Montana St. Big Sky 115 0.613 -2 0.481 166
Temple AAC 116 0.610 -1 0.640 81
UNC Greensboro Southern 117 0.604 0 0.433 217
Syracuse ACC 118 0.599 +1 0.588 103
Vermont Am. East 119 0.595 -1 0.423 230
Eastern Wash. Big Sky 120 0.591 +8 0.456 189
Butler Big East 121 0.586 0 0.705 39
Cal St. Fullerton Big West 122 0.584 -2 0.494 149
Belmont MVC 123 0.583 -1 0.459 186
Colgate Patriot 124 0.580 -1 0.337 322
Duquesne A-10 125 0.580 -1 0.492 151
Hawaii Big West 126 0.570 0 0.439 208
Southern Ill. MVC 127 0.569 0 0.455 191
Kennesaw St. A-Sun 128 0.569 +3 0.468 180
Troy Sunbelt 129 0.567 0 0.476 171
Fresno St. MWC 130 0.566 -5 0.636 82
Ohio MAC 131 0.563 -1 0.438 209
Youngstown St. Horizon 132 0.559 0 0.345 318
UMass Lowell Am. East 133 0.554 0 0.273 355
Samford Southern 134 0.552 +2 0.395 261
SFA WAC 135 0.551 0 0.511 136
Davidson A-10 136 0.548 +1 0.533 129
Fordham A-10 137 0.548 +2 0.426 225
Towson CAA 138 0.545 +5 0.370 291
LSU SEC 139 0.542 -1 0.675 61
Penn Ivy 140 0.541 +7 0.468 178
DePaul Big East 141 0.541 +3 0.715 27
Seattle U WAC 142 0.540 -2 0.532 130
Air Force MWC 143 0.538 -9 0.561 113
UC Riverside Big West 144 0.536 -2 0.487 155
Utah Tech WAC 145 0.535 +1 0.546 124
South Fla. AAC 146 0.533 +3 0.550 119
Missouri St. MVC 147 0.532 -2 0.486 156
Wyoming MWC 148 0.530 -7 0.670 63
Portland WCC 149 0.529 -1 0.614 93
George Mason A-10 150 0.526 0 0.499 140
Cornell Ivy 151 0.523 0 0.432 220
California Baptist WAC 152 0.517 +1 0.495 146
Georgia Tech ACC 153 0.516 +2 0.604 96
Richmond A-10 154 0.514 0 0.497 144
Louisiana Tech C-USA 155 0.509 +1 0.567 111
Montana Big Sky 156 0.506 +1 0.469 176
UNC Asheville Big South 157 0.505 -5 0.400 257
Northern Ky. Horizon 158 0.505 +8 0.431 221
Tarleton St. WAC 159 0.504 0 0.572 109
Lipscomb A-Sun 160 0.501 +2 0.410 247
Georgia SEC 161 0.500 -3 0.625 87
Notre Dame ACC 162 0.497 +1 0.605 95
Harvard Ivy 163 0.495 +1 0.448 201
UC Davis Big West 164 0.493 -3 0.446 202
Long Beach St. Big West 165 0.492 -5 0.490 153
Longwood Big South 166 0.488 +1 0.339 321
Western Ky. C-USA 167 0.485 +5 0.540 126
N.C. Central MEAC 168 0.484 0 0.362 298
Old Dominion Sunbelt 169 0.483 0 0.492 152
Pepperdine WCC 170 0.482 -5 0.633 83
Boston College ACC 171 0.481 +4 0.604 97
South Dakota St. Summit 172 0.480 -2 0.455 190
Ball St. MAC 173 0.479 -2 0.415 242
Eastern Ky. A-Sun 174 0.479 +2 0.472 174
UNCW CAA 175 0.477 -1 0.414 243
UTEP C-USA 176 0.477 +2 0.566 112
Pacific WCC 177 0.477 -4 0.554 115
SMU AAC 178 0.474 +1 0.643 76
East Carolina AAC 179 0.472 +1 0.539 127
New Mexico St. WAC 180 0.472 -3 0.589 101
Stetson A-Sun 181 0.468 +1 0.449 200
Saint Joseph’s A-10 182 0.468 +4 0.475 172
Radford Big South 183 0.466 -2 0.387 269
App State Sunbelt 184 0.466 0 0.483 161
Norfolk St. MEAC 185 0.464 0 0.345 317
A&M-Corpus Christi Southland 186 0.464 -3 0.327 334
Cleveland St. Horizon 187 0.460 0 0.363 297
Navy Patriot 188 0.457 +1 0.335 324
Chattanooga Southern 189 0.455 +1 0.424 228
Weber St. Big Sky 190 0.454 -2 0.481 163
Brown Ivy 191 0.453 +2 0.428 224
Abilene Christian WAC 192 0.451 -1 0.550 120
Wright St. Horizon 193 0.447 +2 0.341 320
Texas St. Sunbelt 194 0.445 0 0.488 154
Grambling SWAC 195 0.443 -3 0.285 354
FGCU A-Sun 196 0.439 0 0.435 213
Drexel CAA 197 0.439 +2 0.346 315
St. Bonaventure A-10 198 0.438 0 0.481 164
Minnesota Big 10 199 0.437 +1 0.708 35
Detroit Mercy Horizon 200 0.435 +1 0.404 251
St. Thomas (MN) Summit 201 0.434 -4 0.380 279
Quinnipiac MAAC 202 0.431 0 0.351 310
Rice C-USA 203 0.429 +1 0.551 117
San Diego WCC 204 0.429 -1 0.592 100
Florida St. ACC 205 0.427 +4 0.653 71
FIU C-USA 206 0.426 +5 0.525 132
Ga. Southern Sunbelt 207 0.426 0 0.453 196
Northern Ariz. Big Sky 208 0.425 +2 0.518 134
Gardner-Webb Big South 209 0.424 -3 0.390 266
Queens (NC) A-Sun 210 0.423 +3 0.401 255
Massachusetts A-10 211 0.423 -3 0.501 139
Howard MEAC 212 0.422 -7 0.382 274
Oregon St. Pac 12 213 0.421 -1 0.663 67
South Carolina SEC 214 0.418 +3 0.662 68
George Washington A-10 215 0.417 +1 0.475 173
Buffalo MAC 216 0.417 -1 0.528 131
Bryant Am. East 217 0.415 +1 0.380 278
UNI MVC 218 0.414 -4 0.481 165
Northern Colo. Big Sky 219 0.411 0 0.502 138
Rider MAAC 220 0.407 +1 0.357 303
Georgetown Big East 221 0.407 +1 0.679 59
Northwestern St. Southland 222 0.405 -2 0.325 336
North Dakota St. Summit 223 0.399 0 0.454 192
Siena MAAC 224 0.398 0 0.356 304
La Salle A-10 225 0.397 0 0.483 160
Sacramento St. Big Sky 226 0.383 0 0.477 168
Campbell Big South 227 0.383 +1 0.382 276
Murray St. MVC 228 0.380 -1 0.466 181
Mercer Southern 229 0.378 +1 0.404 252
Wofford Southern 230 0.375 -1 0.423 229
Portland St. Big Sky 231 0.366 0 0.494 150
North Florida A-Sun 232 0.364 +1 0.453 197
Milwaukee Horizon 233 0.361 -1 0.391 265
Western Caro. Southern 234 0.355 +1 0.396 258
Purdue Fort Wayne Horizon 235 0.355 -1 0.375 284
Jacksonville St. A-Sun 236 0.354 +1 0.453 195
UT Arlington WAC 237 0.353 +1 0.578 105
Morehead St. OVC 238 0.352 +15 0.367 294
NIU MAC 239 0.352 -3 0.436 212
SIUE OVC 240 0.349 +1 0.317 339
Robert Morris Horizon 241 0.348 -2 0.352 307
UTRGV WAC 242 0.347 0 0.511 135
Winthrop Big South 243 0.345 -3 0.418 238
ETSU Southern 244 0.345 +1 0.395 260
Idaho St. Big Sky 245 0.345 -2 0.437 210
Jacksonville A-Sun 246 0.343 -2 0.453 193
UMES MEAC 247 0.338 -1 0.372 289
Delaware CAA 248 0.334 -1 0.396 259
Southeast Mo. St. OVC 249 0.331 +1 0.332 330
Loyola Chicago A-10 250 0.328 -2 0.496 145
USC Upstate Big South 251 0.326 -2 0.401 254
UMBC Am. East 252 0.325 0 0.314 342
Rhode Island A-10 253 0.325 -2 0.497 143
Army West Point Patriot 254 0.319 +1 0.295 350
North Ala. A-Sun 255 0.318 -1 0.402 253
Canisius MAAC 256 0.313 +2 0.400 256
North Dakota Summit 257 0.309 -1 0.425 227
Bellarmine A-Sun 258 0.309 +4 0.485 158
Southeastern La. Southland 259 0.309 -2 0.335 326
Alcorn SWAC 260 0.308 0 0.352 308
Niagara MAAC 261 0.306 +2 0.371 290
UC San Diego Big West 262 0.305 -3 0.476 170
Dartmouth Ivy 263 0.304 +3 0.437 211
Nicholls Southland 264 0.304 -3 0.364 296
Western Ill. Summit 265 0.303 -1 0.379 280
Southern Ind. OVC 266 0.303 -1 0.315 340
Miami (OH) MAC 267 0.300 0 0.442 205
UT Martin OVC 268 0.298 +2 0.309 346
California Pac 12 269 0.295 -1 0.710 33
Fairfield MAAC 270 0.295 -1 0.370 293
Oakland Horizon 271 0.291 +1 0.425 226
Lafayette Patriot 272 0.291 +1 0.370 292
UTSA C-USA 273 0.290 +2 0.549 121
Prairie View SWAC 274 0.286 -3 0.333 329
Illinois St. MVC 275 0.285 -1 0.417 240
Boston U. Patriot 276 0.285 +2 0.318 338
Louisville ACC 277 0.284 +3 0.654 70
Bowling Green MAC 278 0.283 -1 0.405 249
Southern U. SWAC 279 0.280 -3 0.328 332
Tennessee Tech OVC 280 0.280 +2 0.351 309
Tennessee St. OVC 281 0.280 0 0.286 353
Georgia St. Sunbelt 282 0.277 -3 0.484 159
American Patriot 283 0.273 0 0.290 351
Arkansas St. Sunbelt 284 0.272 +1 0.421 232
Idaho Big Sky 285 0.271 -1 0.409 248
Mount St. Mary’s MAAC 286 0.269 0 0.385 271
Valparaiso MVC 287 0.267 0 0.434 214
Fairleigh Dickinson NEC 288 0.267 +30 0.223 360
ULM Sunbelt 289 0.266 -1 0.499 141
Marist MAAC 290 0.264 +3 0.341 319
Maine Am. East 291 0.264 -1 0.373 287
Charleston So. Big South 292 0.263 -3 0.392 264
Lehigh Patriot 293 0.262 +3 0.333 328
Coastal Carolina Sunbelt 294 0.260 0 0.459 185
Denver Summit 295 0.258 -3 0.349 312
Cal Poly Big West 296 0.257 -5 0.485 157
New Hampshire Am. East 297 0.254 +1 0.346 316
UIC MVC 298 0.252 -1 0.420 235
Chicago St. Independent 299 0.249 +1 0.404 250
South Dakota Summit 300 0.247 +1 0.420 234
High Point Big South 301 0.247 +2 0.372 288
CSU Bakersfield Big West 302 0.246 -3 0.460 184
Tex. A&M-Commerce Southland 303 0.245 -1 0.311 344
Jackson St. SWAC 304 0.238 0 0.361 299
Binghamton Am. East 305 0.238 0 0.353 306
Texas Southern SWAC 306 0.238 -11 0.378 282
Bucknell Patriot 307 0.233 +1 0.308 347
Western Mich. MAC 308 0.233 -2 0.442 204
Alabama A&M SWAC 309 0.232 -2 0.310 345
Eastern Mich. MAC 310 0.231 -1 0.459 187
Manhattan MAAC 311 0.229 +1 0.357 302
Tulsa AAC 312 0.228 -2 0.598 98
Merrimack NEC 313 0.227 +4 0.257 357
Little Rock OVC 314 0.225 +1 0.330 331
Kansas City Summit 315 0.222 -4 0.418 237
Omaha Summit 316 0.222 -3 0.462 183
Saint Peter’s MAAC 317 0.221 -1 0.347 314
Morgan St. MEAC 318 0.219 -4 0.353 305
Northeastern CAA 319 0.214 0 0.382 275
N.C. A&T Big South 320 0.209 0 0.394 262
Wagner NEC 321 0.207 +1 0.215 361
William & Mary CAA 322 0.204 -1 0.383 273
The Citadel Southern 323 0.195 +2 0.411 245
Loyola Maryland Patriot 324 0.194 +3 0.333 327
CSUN Big West 325 0.193 -2 0.452 198
NJIT Am. East 326 0.193 +2 0.350 311
Austin Peay A-Sun 327 0.192 -1 0.453 194
Ark.-Pine Bluff SWAC 328 0.192 -4 0.361 300
New Orleans Southland 329 0.184 0 0.319 337
Sacred Heart NEC 330 0.184 +4 0.214 362
Central Ark. A-Sun 331 0.182 -1 0.434 216
Stonehill NEC 332 0.181 +4 0.263 356
McNeese Southland 333 0.180 -2 0.374 286
Stony Brook CAA 334 0.179 +1 0.387 268
Central Mich. MAC 335 0.177 -3 0.430 222
Coppin St. MEAC 336 0.177 -3 0.419 236
Saint Francis (PA) NEC 337 0.172 +3 0.247 358
Eastern Ill. OVC 338 0.171 0 0.335 325
Elon CAA 339 0.171 -2 0.381 277
UIW Southland 340 0.164 -1 0.298 349
Central Conn. St. NEC 341 0.163 +3 0.244 359
UAlbany Am. East 342 0.163 0 0.378 281
Lindenwood OVC 343 0.163 0 0.348 313
Presbyterian Big South 344 0.162 -3 0.377 283
South Carolina St. MEAC 345 0.156 0 0.410 246
Columbia Ivy 346 0.155 +1 0.442 206
Holy Cross Patriot 347 0.154 -1 0.325 335
Hampton CAA 348 0.141 0 0.374 285
Houston Christian Southland 349 0.140 0 0.328 333
Monmouth CAA 350 0.135 +2 0.429 223
Alabama St. SWAC 351 0.133 -1 0.335 323
Bethune-Cookman SWAC 352 0.132 -1 0.307 348
VMI Southern 353 0.131 0 0.421 233
Evansville MVC 354 0.127 0 0.468 179
Lamar University Southland 355 0.120 0 0.314 341
Delaware St. MEAC 356 0.118 0 0.390 267
St. Francis Brooklyn NEC 357 0.115 +1 0.207 363
Mississippi Val. SWAC 358 0.111 -1 0.384 272
IUPUI Horizon 359 0.107 0 0.358 301
Florida A&M SWAC 360 0.103 0 0.365 295
Green Bay Horizon 361 0.074 0 0.415 241
Hartford Independent 362 0.051 0 0.289 352
LIU NEC 363 0.051 0 0.314 343