🐻⬇️🏀

Player model

Stocks Net Elo

Net stocks event Elo from stocks created plus stocks denied.

Status implemented Short Name Stocks Net
Rating Style impact Where Shown player pages, players leaderboard

Model Card

Neutral-context sum of Stocks For Elo and Stocks Prevention Elo.

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.

Held-out player predictions

NCAAW 2025-2026: 3745 players with at least 100 held-out minutes. Across players, predicted and actual correlate at r = 0.95 (weighted by held-out minutes). Across these player averages, weighted R² = 0.79 (relative to the weighted mean of actual held-out outcomes). Per held-out team game, squared error is 24.4% below predicting the league average. Each dot is a player (500 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.

Above prediction

PlayerHeld-out minutesPredictedActual
Azzi Fudd1011 +9.6+15.7
Ashlynn Shade954 +10.2+16.2
Joyce Edwards1104 +4.1+8.2
Tessa Johnson937 +3.8+7.7
Madison Booker1161 +5.4+9.1
Rori Harmon1065 +5.4+9.1
Raven Johnson1027 +4.3+7.9
Kennedy Cambridge945 +4.6+8.2
Taylee Chirrick1014 +6.1+9.6
Jordan Lee1121 +5.6+9.1

Below prediction

PlayerHeld-out minutesPredictedActual
Abbey Ferguson938 -1.7-5.1
Meri Kanerva1001 -3.1-5.9
Kylah Silver950 -2.6-5.0
Kyleigh Brown946 -4.9-7.1
Ella Gallatin1042 -3.2-5.3
Kourtney Grossman1047 -3.1-5.0
Sierra Chambers991 -2.6-4.5
Elyn Bowers989 -3.1-5.0
Zoey Ward1012 -0.2-1.9
Taija Sta. Maria941 -3.1-4.7

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 97
NCAAW 2025-2026 4434
NCAAM 2026-2027 63
NCAAM 2025-2026 4582
NCAAM 2021-2022 4164
NCAAM 2020-2021 1811
NCAAM 2019-2020 1864
NCAAM 2018-2019 2417
NCAAM 2012-2013 3964
NBA 2026-2027 348
NBA 2025-2026 542