Complete Player-Prior RAPM Baseline
This is the recovered-coverage player-only control for HIPSTER PM. It preserves the full forward player-prior pipeline but disables lineup context and excludes all box-score prior features.
Returning players receive a regularized aging forecast built from prior RAPM, prior exposure, age and experience, draft/entry information, physical profile, and an age-by-prior-RAPM interaction. That final interaction is value- conditioned aging: it allows the expected age transition to vary smoothly with the player’s previously estimated value. The full preseason prior vector is then centered using prior-season on-court possessions.
First-year players receive the forward exposure-gated cold-start prior:
For every season, the draft-rate ridge, exposure gate, replacement token, aging transition model, and RAPM regularization selection use only earlier completed recovered regular-season data. The target-season forecast is materialized before that season's RAPM update. No player score from box-score residuals, composition functions, or matchup functions enters this model.
Recovered-Coverage Results
Artifact: artifacts/models/forward_complete_player_prior_rapm/2023-24_to_2025-26/forward-complete-player-prior-rapm-2023-24-to-2025-26-20260813T210918Z-6520555d.
| Possession RMSE | Eligible game RMSE | Full-game RMSE | Winner accuracy | Team NetRtg RMSE | Pythagorean-win RMSE |
|---|---|---|---|---|---|
| 1.198061 | 14.2105 | 14.4756 | 67.64% | 3.6754 | 7.7561 |
Per-Season Regular Results
| Season | Possession RMSE | Eligible game RMSE |
|---|---|---|
| 2023-24 | 1.193156 | 13.8723 |
| 2024-25 | 1.202055 | 14.2200 |
| 2025-26 | 1.198795 | 14.4787 |
Frozen Playoff Check
| Season | Possession RMSE | Eligible game RMSE |
|---|---|---|
| 2023-24 | 1.191543 | 16.7687 |
| 2024-25 | 1.194370 | 16.8245 |
| 2025-26 | 1.192351 | 16.2592 |