Hamline
Model Outputs
2024-2025
Output is shown as model rating with league rank in parentheses when available.
| Model | Output | Notes |
|---|---|---|
| Elo Elo Streaming paired-comparison rating with recency baked into sequential updates. More → | 1161 (#17) | - |
| Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More → | 1140 (#64) | - |
| Margin Margin Linear team-strength model fit on point differential instead of binary wins. More → | +16.4 (#45) | HCA +2.4 |
| Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More → | 0.782 (#320) | - |
| Efficiency Efficiency Tempo-adjusted efficiency version of Pythagorean ratings. More → | 0.919 (#64) | NetEff +17.9 |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More → | 0.882 (#224) | AdjNet +17.4 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More → | 0.884 (#224) | AdjNet +17.2 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. More → | 0.702 (#236) | AdjO 64.1 | AdjD 54.7 |
2025 Schedule & Results
2025 Roster
Minutes by Position
The surface stays filled across the five on-court roles. Use the labels or legend to isolate how each player absorbs guard-to-big minutes.
| Player | Pos | GP | MIN | PTS | REB | AST | STL | BLK | TO | FGA | Numbers | PM | PM/G | PM/40 | FG% | 3P% | FT% | RAPM | TS% | eFG% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Camille Cummings | - | 27 | 27.7 | 14.3 | 4.1 | 0.9 | 1.4 | 0.3 | 2.3 | 11.6 | 7.2 | 100 | 2.9 | 3.1 | 42.2 | 43.3 | 76.2 | 0.46 | 55.1 | 51.4 |
| Yasmeen Abed | - | 25 | 20.3 | 9.8 | 3.1 | 1.7 | 1.6 | 0.2 | 2.2 | 8.9 | 5.4 | 25 | 1.0 | 1.4 | 41.7 | 43.5 | 63.9 | 0.04 | 49.0 | 46.2 |
| Kate Trachsel | - | 27 | 28.0 | 8.2 | 1.7 | 2.7 | 1.4 | 0.1 | 1.9 | 7.7 | 4.6 | 70 | 2.6 | 2.9 | 36.4 | 35.7 | 67.4 | 0.39 | 48.7 | 46.2 |
| Sophie Stork | - | 18 | 18.4 | 7.1 | 2.8 | 0.8 | 0.8 | 0.0 | 1.4 | 6.4 | 3.7 | 19 | 0.8 | 1.2 | 38.3 | 32.8 | 90.0 | 0.2 | 51.3 | 47.4 |
| Lauren Cooper | - | 27 | 14.4 | 4.4 | 2.5 | 1.0 | 1.2 | 0.0 | 0.8 | 4.8 | 3.4 | 114 | 3.4 | 7.2 | 28.5 | 30.4 | 66.7 | 0.61 | 41.2 | 37.7 |
| Marina Lafreniere | - | 1 | 14.0 | 4.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 7.0 | 0.0 | 76 | 2.2 | 3.6 | 28.6 | 0 | 0 | 0.31 | 28.6 | 28.6 |
| Anna Rynkiewich | - | 27 | 15.1 | 3.8 | 4.6 | 0.9 | 0.7 | 0.4 | 1.4 | 4.1 | 4.9 | 119 | 3.5 | 7.0 | 37.3 | 17.4 | 72.7 | 1.28 | 42.6 | 39.1 |
| Evelyn Wiltrout | - | 27 | 11.7 | 3.3 | 3.2 | 0.5 | 0.6 | 0.2 | 1.0 | 3.4 | 3.3 | 61 | 1.8 | 5.1 | 44.1 | 0.0 | 63.6 | 0.38 | 45.5 | 44.1 |
| Josie Wiebusch | - | 27 | 17.5 | 2.3 | 2.6 | 1.5 | 1.1 | 0.2 | 0.6 | 2.9 | 4.3 | 53 | 1.5 | 2.8 | 30.8 | 20.0 | 47.6 | 0.55 | 36.1 | 34.0 |
| Kate van Helden | - | 1 | 5.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 1.0 | -1.0 | 24 | 1.0 | 4.2 | 100.0 | 0 | 0 | 0.01 | 100.0 | 100.0 |
| Josie Schmidt | - | 27 | 8.2 | 1.6 | 1.3 | 0.6 | 0.8 | 0.0 | 0.3 | 2.0 | 2.1 | 82 | 2.7 | 6.8 | 32.7 | 15.8 | 50.0 | 0.89 | 37.0 | 35.5 |
| Aliyah Wensel | - | 27 | 4.7 | 1.1 | 0.5 | 0.4 | 0.3 | 0.0 | 0.4 | 0.9 | 1.0 | 45 | 2.0 | 9.2 | 41.7 | 38.1 | 100.0 | 0.23 | 60.3 | 58.3 |
| Brittney Draeger | - | 27 | 2.8 | 0.9 | 0.6 | 0.0 | 0.3 | 0.0 | 0.2 | 0.8 | 0.8 | 45 | 2.4 | 14.2 | 36.4 | 38.5 | 50.0 | 0.32 | 48.7 | 47.7 |
| Taylor Klement | - | 24 | 0.9 | 0.5 | 0.1 | 0.0 | 0.1 | 0.0 | 0.0 | 0.4 | 0.2 | -6 | -0.4 | -4.8 | 40.0 | 33.3 | 50.0 | 0.02 | 50.6 | 50.0 |
| Emma Lamppa | - | 22 | 2.3 | 0.5 | 0.2 | 0.1 | 0.1 | 0.0 | 0.1 | 0.6 | 0.2 | 9 | 0.6 | 2.1 | 30.8 | 20.0 | 0 | 0.31 | 38.5 | 38.5 |
| Aliyah Robran | - | 27 | 2.1 | 0.4 | 0.3 | 0.2 | 0.3 | 0.0 | 0.2 | 0.5 | 0.5 | 10 | 0.4 | 4.1 | 38.5 | 0 | 20.0 | 0.08 | 36.2 | 38.5 |
| Isabella Jensen | - | 24 | 4.5 | 0.4 | 0.4 | 0.2 | 0.2 | 0.0 | 0.3 | 0.4 | 0.6 | -7 | -0.3 | -1.7 | 44.4 | 40.0 | 0 | 0.05 | 55.6 | 55.6 |
| Megan Spencer | - | 23 | 0.6 | 0.2 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3 | 0.0 | -7 | -0.7 | -7.1 | 14.3 | 0.0 | 100.0 | 0.04 | 25.4 | 14.3 |
| Josie Lupinek | - | 22 | 0.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | -0.1 | - | - | - | 0.0 | 0.0 | 0 | - | 0.0 | 0.0 |
| Ava Nebben | - | 22 | 0.6 | 0.0 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.0 | - | - | - | 0.0 | 0.0 | 50.0 | - | 17.4 | 0.0 |
| Kate Drury | - | 22 | 0.3 | 0.0 | 0.1 | 0.0 | 0.0 | 0.0 | 0.1 | 0.0 | 0.0 | - | - | - | 0.0 | 0 | 0 | - | 0.0 | 0.0 |
Numbers/Game vs RAPM
X-axis = Numbers/Game (PTS+REB+AST+STL+BLK-TO-FGA), Y-axis = RAPM.
Advanced: Numbers = PTS+REB+AST+STL+BLK-TO-FGA, PM = total +/-, PM/G = per game, PM/40 = per 40 minutes, RAPM = Regularized Adj Plus-Minus, TS% = True Shooting, eFG% = Effective FG