Points Off/Def
Raw points regression with separate offensive and defensive team parameters.
| Status | implemented | Short Name | PtsOD |
|---|---|---|---|
| Rating Style | probability | Where Shown | teams rankings, team pages, model performance |
Model Card
Model of the form points_i = intercept + off_i + def_j + beta_home. This is the two-parameter team baseline without pace adjustment.
Early in a season this model's ratings are blended with each team's preseason prior by games played: a team with n games keeps 2/(n+2) of its prior, so the order settles as games come in. In the pro leagues, whose prior is the team's Elo carried over from last season, it keeps 6/(n+6) in the NBA and WNBA, 16/(n+16) in G League and Euroleague and 3/(n+3) in Eurocup.
Validation here is out of sample: each week of a season is predicted by models refit on the season's earlier games, and every model is scored on the same games. No comparable held-out evaluation is available for the selected league and season. Current scope: Ranked Games. Only games where at least one team had an AP Poll rank on game day. All models are re-evaluated on that same subset, and AP Poll joins the comparison set here.
Selected League / Season
Change league with the League selector at the top of the page.
135 published model outputs for NCAAMD2 2026-2027.
Held-out game predictions
No comparable held-out evaluation is available for the selected league and season.
League × Season Summary
Points Off/Def in every evaluated league-season; rank among the models on the same games.
| League | Season | AUC | Rank | LogLoss | Games | AUC final wk |
|---|---|---|---|---|---|---|
| NCAAW | 2025-2026 | 0.927 | #4/17 | 0.359 | 709 | 0.667 |
| NCAAW | 2024-2025 | 0.971 | #2/17 | 0.324 | 65 | - |
| NCAAW | 2023-2024 | 0.979 | #4/17 | 0.241 | 64 | - |
| NCAAW | 2022-2023 | 0.949 | #8/17 | 0.309 | 89 | 0.500 |
| NCAAW | 2021-2022 | 0.926 | #9/17 | 0.362 | 76 | - |
| NCAAW | 2020-2021 | 0.899 | #5/17 | 0.417 | 63 | 1.000 |
| NCAAW | 2019-2020 | 0.990 | #7/17 | 0.172 | 45 | 1.000 |
| NCAAW | 2018-2019 | 0.921 | #9/17 | 0.391 | 34 | - |
| NCAAW | 2017-2018 | 0.951 | #5/17 | 0.337 | 64 | - |
| NCAAW | 2016-2017 | 0.929 | #8/17 | 0.346 | 56 | 1.000 |
| NCAAW | 2015-2016 | 0.921 | #10/17 | 0.410 | 53 | - |
| NCAAW | 2014-2015 | 0.987 | #2/17 | 0.222 | 40 | - |
| NCAAW | 2013-2014 | 0.932 | #1/17 | 0.448 | 44 | - |
| NCAAW | 2012-2013 | 0.877 | #9/17 | 0.451 | 77 | - |
| NCAAW | 2011-2012 | 0.920 | #2/17 | 0.392 | 70 | - |
| NCAAW | 2010-2011 | 0.823 | #4/17 | 0.472 | 38 | - |
| NCAAW | 2009-2010 | 0.922 | #6/17 | 0.396 | 46 | - |
| NCAAW | 2008-2009 | 0.962 | #2/17 | 0.335 | 68 | - |
| NCAAW | 2007-2008 | 0.890 | #3/17 | 0.442 | 30 | - |
| NCAAW | 2006-2007 | 0.855 | #8/17 | 0.468 | 27 | - |
| NCAAW | 2005-2006 | 0.972 | #3/17 | 0.284 | 29 | - |
| NCAAW | 2004-2005 | 0.975 | #3/17 | 0.311 | 27 | - |
| NCAAM | 2025-2026 | 0.867 | #1/17 | 0.478 | 878 | 1.000 |
| NCAAM | 2024-2025 | 0.847 | #3/17 | 0.503 | 972 | 0.500 |
| NCAAM | 2023-2024 | 0.820 | #3/12 | 0.528 | 1015 | 1.000 |
| NCAAM | 2022-2023 | 0.860 | #3/17 | 0.436 | 22 | - |
| NCAAM | 2018-2019 | 0.960 | #4/17 | 0.407 | 62 | - |
| NCAAM | 2017-2018 | 0.333 | #9/17 | 0.824 | 6 | - |
| NCAAM | 2014-2015 | 0.778 | #3/17 | 0.564 | 25 | - |
| NCAAM | 2011-2012 | 0.866 | #2/17 | 0.439 | 23 | - |
| NCAAM | 2010-2011 | 0.818 | #7/17 | 0.524 | 53 | - |
| NCAAM | 2006-2007 | - | - | 0.800 | 2 | - |
| NCAAM | 2005-2006 | 0.767 | #2/17 | 0.559 | 19 | - |
| NCAAM | 2004-2005 | 0.778 | #10/17 | 0.587 | 18 | - |
Output Coverage
Stored site-output rows for this model.
| League | Season | Rows |
|---|---|---|
| WNBA | 2026 | 15 |
| WNBA | 2025 | 13 |
| WNBA | 2024 | 12 |
| WNBA | 2023 | 12 |
| WNBA | 2022 | 12 |
| WNBA | 2021 | 12 |
| WNBA | 2020 | 12 |
| WNBA | 2019 | 12 |
| WNBA | 2018 | 12 |
| WNBA | 2017 | 12 |
| WNBA | 2016 | 12 |
| WNBA | 2015 | 12 |
| WNBA | 2014 | 12 |
| WNBA | 2013 | 12 |
| WNBA | 2012 | 12 |
| WNBA | 2011 | 12 |
| WNBA | 2010 | 12 |
| WNBA | 2009 | 13 |
| WNBA | 2008 | 14 |
| WNBA | 2007 | 13 |
| WNBA | 2006 | 14 |
| WNBA | 2005 | 13 |
| WNBA | 2004 | 13 |
| WNBA | 2003 | 14 |
| WNBA | 2002 | 16 |
| WNBA | 2001 | 16 |
| WNBA | 2000 | 16 |
| WNBA | 1999 | 12 |
| WNBA | 1998 | 10 |
| WNBA | 1997 | 8 |
| NCAAWD3 | 2026-2027 | 350 |
| NCAAWD3 | 2025-2026 | 413 |
| NCAAWD3 | 2024-2025 | 418 |
| NCAAWD3 | 2023-2024 | 423 |
| NCAAWD3 | 2022-2023 | 358 |
| NCAAWD3 | 2019-2020 | 347 |
| NCAAWD2 | 2026-2027 | 197 |
| NCAAWD2 | 2025-2026 | 292 |
| NCAAWD2 | 2024-2025 | 293 |
| NCAAWD2 | 2023-2024 | 290 |
| NCAAWD2 | 2022-2023 | 292 |
| NCAAWD2 | 2019-2020 | 292 |
| NCAAWD2 | 2018-2019 | 291 |
| NCAAWD2 | 2016-2017 | 294 |
| NCAAW | 2026-2027 | 363 |
| NCAAW | 2025-2026 | 363 |
| NCAAW | 2024-2025 | 362 |
| NCAAW | 2023-2024 | 360 |
| NCAAW | 2022-2023 | 361 |
| NCAAW | 2021-2022 | 356 |
| NCAAW | 2020-2021 | 335 |
| NCAAW | 2019-2020 | 351 |
| NCAAW | 2018-2019 | 351 |
| NCAAW | 2017-2018 | 349 |
| NCAAW | 2016-2017 | 349 |
| NCAAW | 2015-2016 | 349 |
| NCAAW | 2014-2015 | 349 |
| NCAAW | 2013-2014 | 349 |
| NCAAW | 2012-2013 | 345 |
| NCAAW | 2011-2012 | 343 |
| NCAAW | 2010-2011 | 343 |
| NCAAW | 2009-2010 | 345 |
| NCAAW | 2008-2009 | 345 |
| NCAAW | 2007-2008 | 339 |
| NCAAW | 2006-2007 | 335 |
| NCAAW | 2005-2006 | 332 |
| NCAAW | 2004-2005 | 328 |
| NCAAMD3 | 2026-2027 | 353 |
| NCAAMD3 | 2025-2026 | 400 |
| NCAAMD3 | 2024-2025 | 402 |
| NCAAMD3 | 2023-2024 | 405 |
| NCAAMD3 | 2022-2023 | 403 |
| NCAAMD3 | 2019-2020 | 402 |
| NCAAMD3 | 2018-2019 | 398 |
| NCAAMD3 | 2016-2017 | 401 |
| NCAAMD2 | 2026-2027 | 135 |
| NCAAMD2 | 2025-2026 | 292 |
| NCAAMD2 | 2024-2025 | 295 |
| NCAAMD2 | 2023-2024 | 297 |
| NCAAMD2 | 2022-2023 | 296 |
| NCAAMD2 | 2019-2020 | 303 |
| NCAAMD2 | 2018-2019 | 303 |
| NCAAMD2 | 2016-2017 | 307 |
| NCAAM | 2026-2027 | 365 |
| NCAAM | 2025-2026 | 365 |
| NCAAM | 2024-2025 | 364 |
| NCAAM | 2023-2024 | 362 |
| NCAAM | 2022-2023 | 363 |
| NCAAM | 2021-2022 | 358 |
| NCAAM | 2020-2021 | 344 |
| NCAAM | 2019-2020 | 353 |
| NCAAM | 2018-2019 | 353 |
| NCAAM | 2017-2018 | 351 |
| NCAAM | 2016-2017 | 351 |
| NCAAM | 2015-2016 | 351 |
| NCAAM | 2014-2015 | 351 |
| NCAAM | 2013-2014 | 351 |
| NCAAM | 2012-2013 | 347 |
| NCAAM | 2011-2012 | 345 |
| NCAAM | 2010-2011 | 345 |
| NCAAM | 2009-2010 | 347 |
| NCAAM | 2008-2009 | 347 |
| NCAAM | 2007-2008 | 341 |
| NCAAM | 2006-2007 | 336 |
| NCAAM | 2005-2006 | 334 |
| NCAAM | 2004-2005 | 330 |
| NCAAM | 2002-2003 | 327 |
| NCAAM | 2001-2002 | 323 |
| NCAAM | 2000-2001 | 318 |
| NCAAM | 1999-2000 | 318 |
| NCAAM | 1998-1999 | 310 |
| NCAAM | 1997-1998 | 307 |
| NCAAM | 1996-1997 | 306 |
| NCAAM | 1995-1996 | 305 |
| NCAAM | 1994-1995 | 302 |
| NCAAM | 1993-1994 | 301 |
| NCAAM | 1992-1993 | 298 |
| NCAAM | 1991-1992 | 298 |
| NCAAM | 1990-1991 | 295 |
| NCAAM | 1989-1990 | 292 |
| NCAAM | 1988-1989 | 293 |
| NBA | 2026-2027 | 30 |
| NBA | 2025-2026 | 30 |
| NBA | 2024-2025 | 30 |
| NBA | 2023-2024 | 30 |
| NBA | 2022-2023 | 30 |
| NBA | 2021-2022 | 30 |
| NBA | 2020-2021 | 30 |
| NBA | 2019-2020 | 30 |
| NBA | 2018-2019 | 30 |
| NBA | 2017-2018 | 30 |
| NBA | 2016-2017 | 30 |
| NBA | 2015-2016 | 30 |
| NBA | 2014-2015 | 30 |
| NBA | 2013-2014 | 30 |
| NBA | 2012-2013 | 30 |
| NBA | 2011-2012 | 30 |
| NBA | 2010-2011 | 30 |
| NBA | 2009-2010 | 30 |
| NBA | 2008-2009 | 30 |
| NBA | 2007-2008 | 30 |
| NBA | 2006-2007 | 30 |
| NBA | 2005-2006 | 30 |
| NBA | 2004-2005 | 30 |
| NBA | 2003-2004 | 29 |
| NBA | 2002-2003 | 29 |
| NBA | 2001-2002 | 29 |
| NBA | 2000-2001 | 29 |
| NBA | 1999-2000 | 29 |
| NBA | 1998-1999 | 29 |
| NBA | 1997-1998 | 29 |
| NBA | 1996-1997 | 29 |
| GLEAGUE | 2026-2027 | 31 |
| GLEAGUE | 2025-2026 | 31 |
| GLEAGUE | 2024-2025 | 31 |
| GLEAGUE | 2023-2024 | 31 |
| GLEAGUE | 2022-2023 | 30 |
| GLEAGUE | 2021-2022 | 28 |
| GLEAGUE | 2020-2021 | 18 |
| GLEAGUE | 2019-2020 | 28 |
| GLEAGUE | 2018-2019 | 27 |
| GLEAGUE | 2017-2018 | 26 |
| GLEAGUE | 2016-2017 | 22 |
| GLEAGUE | 2015-2016 | 19 |
| GLEAGUE | 2014-2015 | 18 |
| GLEAGUE | 2013-2014 | 17 |
| GLEAGUE | 2012-2013 | 16 |
| GLEAGUE | 2011-2012 | 16 |
| GLEAGUE | 2010-2011 | 16 |
| GLEAGUE | 2009-2010 | 16 |
| GLEAGUE | 2008-2009 | 16 |
| GLEAGUE | 2007-2008 | 14 |
| GLEAGUE | 2006-2007 | 12 |
| GLEAGUE | 2005-2006 | 8 |
| GLEAGUE | 2004-2005 | 6 |
| EUROLEAGUE | 2026-2027 | 20 |
| EUROLEAGUE | 2025-2026 | 20 |
| EUROLEAGUE | 2024-2025 | 18 |
| EUROLEAGUE | 2023-2024 | 18 |
| EUROLEAGUE | 2022-2023 | 18 |
| EUROLEAGUE | 2021-2022 | 18 |
| EUROLEAGUE | 2020-2021 | 18 |
| EUROLEAGUE | 2019-2020 | 18 |
| EUROLEAGUE | 2018-2019 | 16 |
| EUROLEAGUE | 2017-2018 | 16 |
| EUROLEAGUE | 2016-2017 | 16 |
| EUROLEAGUE | 2015-2016 | 24 |
| EUROLEAGUE | 2014-2015 | 24 |
| EUROLEAGUE | 2013-2014 | 24 |
| EUROLEAGUE | 2012-2013 | 24 |
| EUROLEAGUE | 2011-2012 | 24 |
| EUROLEAGUE | 2010-2011 | 24 |
| EUROLEAGUE | 2009-2010 | 24 |
| EUROLEAGUE | 2008-2009 | 24 |
| EUROLEAGUE | 2007-2008 | 24 |
| EUROCUP | 2026-2027 | 32 |
| EUROCUP | 2025-2026 | 20 |
| EUROCUP | 2024-2025 | 20 |
| EUROCUP | 2023-2024 | 20 |
| EUROCUP | 2022-2023 | 20 |
| EUROCUP | 2021-2022 | 20 |
| EUROCUP | 2020-2021 | 24 |
| EUROCUP | 2019-2020 | 24 |
| EUROCUP | 2018-2019 | 24 |
| EUROCUP | 2017-2018 | 24 |
| EUROCUP | 2016-2017 | 20 |
| EUROCUP | 2015-2016 | 44 |
| EUROCUP | 2014-2015 | 44 |
| EUROCUP | 2013-2014 | 56 |
| EUROCUP | 2012-2013 | 32 |
| EUROCUP | 2011-2012 | 32 |
| EUROCUP | 2010-2011 | 32 |
| EUROCUP | 2009-2010 | 32 |
| EUROCUP | 2008-2009 | 32 |
| EUROCUP | 2007-2008 | 54 |