Scouting one-pager: San Antonio Spurs (SAS)
2025-26 regular season · 82 games · 7,371 FGA. Auto-generated by scouting/build_onepager.py from public data; every number traceable to a gated pipeline in this repo. Shot pricing uses the 2023-24 shot-quality model, whose season-out transfer was validated in the backtest; shot-making is empirical-Bayes shrunk before it is allowed to drive a conclusion.
Terms
- PPS: Points per shot: total points on field-goal attempts divided by attempts. Free throws excluded.
- xPPS: Expected points per shot - the model's fair price of a shot diet: what an average shooter would score on the same attempts, judged from location and shot type alone, before knowing what went in.
- shot-making: Actual minus expected points per 100 shots: conversion above or below what the shot diet itself explains. Positive means making shots the model prices as hard.
- EB making: A player's shot-making after empirical-Bayes shrinkage: the observed number pulled toward the league mean in proportion to its sampling noise. The number to trust for projection.
- FGA: Field-goal attempts.
- RAPM: Regularized adjusted plus-minus: a ridge regression crediting each player with net points per 100 possessions while adjusting for the other nine players on the floor.
- net_100: Net points per 100 possessions: 100 x plus-minus / possessions; sits on the same scale as the NBA's published net rating.
- rush: Shots in the final four seconds of a period - the desperation window where both shot selection and execution collapse.
- empirical Bayes: Estimate the spread of true skill across the league from the data, then pull each individual's noisy estimate toward the league mean in proportion to its noise.
- shrinkage weight: The fraction of an observed number that survives empirical-Bayes regression: 1 means fully trusted, 0 means replaced by the league mean.
- CI: Confidence interval.
- corner three: A three-pointer from the corner, where the NBA line is roughly 3 ft closer than the arc - the geometry discount that makes it the cheapest three.
Keys
- They hunt corner threes: 32.7% of their threes come from the corners (league 25.9%). Run shooters off the corner line first.
- Rim-pressure offense: 31.2% of attempts at the rim vs league 28.4%. Wall building beats switching small.
- Keldon Johnson is a genuine shot-maker: +2.3 pts/100 above expectation after empirical-Bayes shrinkage; contest even the bad shots.
- Best shot diet: Victor Wembanyama (1.17 xPPS on 1080 FGA). The value is where the shots come from; deny the spot, not the release.
- Their most-used five that wins its minutes: H. Barnes - D. Fox - J. Champagnie - V. Wembanyama - S. Castle (+19.9/100 over 287 possessions).
Shot profile vs league
| SAS | League | Δ |
| PPS (points per shot) | 1.118 | 1.091 | +0.027 |
| xPPS, the shot-diet price* | 1.134 | 1.097 | +0.037 |
| Shot-making, pts/100 vs model | -1.6 | -0.5 | -1.1 |
| Rim share | 31.2% | 28.4% | +2.8 pp |
| Mid-range share | 9.6% | 10.0% | -0.5 pp |
| Three share | 42.2% | 41.5% | +0.7 pp |
| Corner share of threes | 32.7% | 25.9% | +6.7 pp |
| Final-4s (rush) shot share | 1.8% | 1.8% | -0.1 pp |
* xPPS prices where they shoot from, independent of whether shots fell: the stable, scoutable part of the profile (year-over-year r ≈ .9).
Personnel (top 8 by volume)
| Player | FGA | PPS | xPPS (diet) | Making/100 | EB making | RAPM/100 |
| Victor Wembanyama | 1,080 | 1.137 | 1.166 | -2.9 | -2.5 | +6.5 |
| De'Aaron Fox | 1,047 | 1.097 | 1.069 | +2.9 | +2.1 | +1.5 |
| Stephon Castle | 817 | 1.042 | 1.110 | -6.8 | -5.3 | +0.6 |
| Keldon Johnson | 797 | 1.163 | 1.129 | +3.4 | +2.3 | +1.4 |
| Devin Vassell | 755 | 1.094 | 1.076 | +1.8 | +1.0 | +3.0 |
| Julian Champagnie | 689 | 1.157 | 1.151 | +0.6 | +0.2 | +3.8 |
| Dylan Harper | 656 | 1.102 | 1.131 | -2.9 | -2.3 | +2.0 |
| Harrison Barnes | 575 | 1.153 | 1.116 | +3.7 | +2.1 | +0.5 |
EB making = shot-making regressed to league mean by reliability: the number to trust. RAPM from the opponent-adjusted 2025-26 lineup model (±≈3/100 CI at a season of minutes; treat as descriptive).
Most-used lineups
| Lineup | Min | Poss | Net/100 |
| D. Fox - D. Vassell - J. Champagnie - V. Wembanyama - S. Castle | 284 | 619 | +17.4 |
| H. Barnes - D. Fox - J. Champagnie - V. Wembanyama - S. Castle | 136 | 287 | +19.9 |
| H. Barnes - D. Vassell - J. Champagnie - V. Wembanyama - S. Castle | 133 | 286 | +14.3 |