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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. When validation was computed, its source snapshot was verified against this 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).

WNBA 2026: 182 players with at least 100 held-out minutes. Across players, predicted and actual correlate at r = 0.94 (weighted by held-out minutes). Across these player averages, weighted R² = 0.81 (relative to the weighted mean of actual held-out outcomes). Per held-out team game, squared error is 14.2% below predicting the league average. Each dot is a player (182 with the most held-out minutes are plotted; larger dots had more); on the dashed line, actual equals predicted. Select a dot for the player.

Select a dot to see the player.

Held-out miss against playing time

Each dot is a player's actual minus predicted team points per 100 possessions in the player's games against their held-out minutes (log scale). Orange points are the minutes-weighted mean miss of eight equal groups of players by playing time: a model that shrinks its low-minutes players too far, or not far enough, shows a slope.

Above prediction

PlayerHeld-out minutesPredictedActual
Lexie Hull782 +110.5+114.0
Monique Billings731 +110.8+114.2
Stephanie Talbot772 +109.5+112.4
Kelsey Mitchell1376 +111.0+113.6
Leonie Fiebich782 +106.2+108.7
Sophie Cunningham919 +111.1+113.5
Makayla Timpson796 +112.4+114.8
A'ja Wilson1393 +109.4+111.6
Awak Kuier798 +108.2+110.4
Bridget Carleton1088 +104.2+106.4

Below prediction

PlayerHeld-out minutesPredictedActual
Saniya Rivers711 +99.6+95.9
Charlisse Leger-Walker914 +99.7+96.2
Kennedy Burke724 +100.1+96.6
Olivia Nelson-Ododa651 +100.1+96.9
Kiki Rice608 +105.1+102.0
Diamond Miller857 +99.8+96.8
Isabelle Harrison759 +105.3+102.4
Monique Akoa Makani653 +102.4+99.7
Jacy Sheldon763 +103.7+101.4
Jade Melbourne902 +101.7+99.6

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 2463
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 2849
NCAAM 2025-2026 4582
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 373
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