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Player model

Turnovers RAPM

Ridge-regularized lineup regression of turnovers (opponent minus own) per 100 possessions.

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

Model Card

RAPM on the per-segment margin of turnovers (opponent minus own) (own minus opponent per 100 possessions), fit only on games whose play-by-play turnovers equal the box exactly. The ridge penalty is chosen by game-level cross-validation. Positive values mean a player's minutes raise the opponent's turnovers relative to their team's own. Held-out check (date split: fit before a date, score later segments; ncaam 2022-23 and 2023-24, ncaaw 2023-24): correlation with the actual per-segment margin 0.062-0.095 for this model, 0.051-0.083 for the event Elo it replaces. Small in absolute terms: a segment holds about one such event.

Validation is computed for team models, APM, RAPM and the event models. This page shows output coverage and site placement for this model.

Selected League / Season

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

Held-out player predictions

Plot Turnovers RAPM 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 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 2024-2025 event Elo (within noise (tie)) 0.061 0.059 0.0023 73433
NCAAM 2015-2016 event Elo (within noise (tie)) 0.051 0.054 0.0031 56157
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
NCAAM 2013-2014 4669
NCAAM 2012-2013 4521
NCAAM 2011-2012 4505
NCAAM 2010-2011 4453
NBA 2025-2026 579