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Player model

Ball Security Elo

Online player rating for keeping own-team turnovers down.

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

Model Card

Sequential event model on negative turnovers per 100 possessions. Positive values mean a player's minutes tend to improve team ball security.

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

Plot Ball Security Elo against any counting stat (one point per player, every season with a served list).

No current held-out results for this selection. Held-out player validation covers APM, RAPM and the event models.

Stat RAPM or event Elo, per season

Each season serves one method for this stat: stat RAPM when its predictions followed the actual per-segment margin better on held-out games (fit before a date, scored on later segments) by more than two paired standard errors; within that the two are tied and the event Elo serves. Correlations are small in absolute terms; a segment holds about one such event.

League Season Serves Stat RAPM Event Elo Paired SE Held-out segments
NCAAM 2014-2015 event Elo (within noise (tie)) 0.055 0.050 0.0034 56484
NCAAM 2013-2014 stat RAPM 0.061 0.052 0.0027 59475
NCAAM 2012-2013 stat RAPM 0.064 0.057 0.0029 53932
NCAAM 2011-2012 stat RAPM (within noise (tie); stat RAPM served under the earlier rule) 0.054 0.050 0.0021 53101
NCAAM 2010-2011 stat RAPM (within noise (tie); stat RAPM served under the earlier rule) 0.048 0.043 0.0029 51034
NCAAM 2009-2010 event Elo (within noise (tie)) 0.051 0.056 0.0026 56900
NBA 2025-2026 stat RAPM 0.056 0.038 0.0043 16855

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 2009-2010 3951
NBA 2026-2027 373
NBA 2024-2025 531
NBA 2023-2024 529
NBA 2022-2023 504
NBA 2021-2022 534
NBA 2020-2021 515
NBA 2019-2020 445