🐻⬇️🏀

Player model

Points Box Elo (offense)

Online player rating for contribution to team scoring rate.

Status implemented Short Name Pts Box Elo O
Rating Style impact Where Shown player pages, players leaderboard

Model Card

Box: game totals spread by minutes; cannot separate teammates; for seasons without play-by-play. Sequential Elo-style update model on team points per 100 possessions. Positive values mean a player's minutes tend to lift their own team's scoring rate.

Validation here is out of sample. From two weeks into each season, a model trained on earlier games predicts each following week without learning from that week. Predictions use the players' observed minutes; each point is the minutes-weighted predicted and actual rate in that player's games. The source inputs were not verified as identical to the published model revision.

Selected League / Season

Change league with the League selector at the top of the page.

Season

Held-out player predictions

Plot Points Box Elo (offense) against any counting stat (one point per player; choose any season with a served list).

No current held-out results for this selection. Held-out player validation covers APM, RAPM and the Box Elo forms.

Output Coverage

Rows in each model's current published run (or legacy rows where no run is selected).

League Season Rows
WNBA 2026 217
NCAAW 2026-2027 2669
NCAAW 2025-2026 4434
NCAAW 2024-2025 3730
NCAAW 2023-2024 3367
NCAAW 2021-2022 3967
NCAAW 2020-2021 3010
NCAAW 2018-2019 3661
NCAAW 2017-2018 3559
NCAAW 2015-2016 2214
NCAAW 2014-2015 1601
NCAAW 2013-2014 2117
NCAAM 2026-2027 3038
NCAAM 2025-2026 4582
NCAAM 2024-2025 4486
NCAAM 2023-2024 3858
NCAAM 2022-2023 4200
NCAAM 2021-2022 3922
NCAAM 2020-2021 3226
NCAAM 2019-2020 3289
NCAAM 2018-2019 3619
NCAAM 2017-2018 3562
NCAAM 2016-2017 3689
NCAAM 2015-2016 3828
NCAAM 2014-2015 3760
NCAAM 2013-2014 3826
NCAAM 2012-2013 3720
NCAAM 2011-2012 3650
NCAAM 2010-2011 3530
NCAAM 2009-2010 3951
NBA 2026-2027 379
NBA 2025-2026 542
NBA 2024-2025 531
NBA 2023-2024 529
NBA 2022-2023 504
NBA 2021-2022 534
NBA 2020-2021 515
NBA 2019-2020 445