Kutztown
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 → | 1052 (#104) | - |
| Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More → | 1071 (#104) | - |
| Margin Margin Linear team-strength model fit on point differential instead of binary wins. More → | +2.0 (#189) | HCA +2.8 |
| Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More → | 0.601 (#324) | - |
| Efficiency Efficiency Tempo-adjusted efficiency version of Pythagorean ratings. More → | 0.624 (#188) | NetEff +4.1 |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More → | 0.525 (#394) | AdjNet +0.9 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More → | 0.584 (#372) | AdjNet +2.9 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. More → | 0.529 (#380) | AdjO 61.6 | AdjD 60.3 |
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% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Naia Pulliam | - | 33 | 33.1 | 17.1 | 5.5 | 2.0 | 1.1 | 0.7 | 1.9 | 12.6 | 11.9 | -5 | -0.1 | -0.1 | 49.2 | 34.1 | 76.6 | 0.27 | 59.8 | 56.1 |
| Hayley Sims | - | 1 | 40.0 | 14.0 | 2.0 | 1.0 | 1.0 | 0.0 | 2.0 | 15.0 | 1.0 | 135 | 4.1 | 4.3 | 26.7 | 30.0 | 75.0 | 0.71 | 41.8 | 36.7 |
| Morgan Gentile | - | 1 | 39.0 | 13.0 | 7.0 | 7.0 | 2.0 | 1.0 | 2.0 | 11.0 | 17.0 | 140 | 4.2 | 4.2 | 36.4 | 25.0 | 100.0 | 0.7 | 50.9 | 40.9 |
| Ashten Boggs | - | 1 | 33.0 | 11.0 | 7.0 | 0.0 | 0.0 | 0.0 | 3.0 | 5.0 | 10.0 | 100 | 3.0 | 3.7 | 60.0 | 0.0 | 83.3 | 0.76 | 72.0 | 60.0 |
| Leila Hurley | - | 31 | 28.2 | 10.6 | 2.4 | 0.9 | 0.9 | 0.3 | 1.7 | 8.6 | 4.8 | -4 | -0.1 | -0.1 | 39.1 | 36.4 | 70.3 | 0.2 | 54.9 | 51.9 |
| Abbey Hearn | - | 32 | 23.8 | 10.1 | 6.1 | 1.5 | 0.5 | 1.2 | 1.6 | 9.7 | 8.1 | -28 | -0.8 | -1.0 | 39.8 | 28.2 | 71.6 | -0.12 | 47.0 | 43.0 |
| Gabby McDuffie | - | 1 | 37.0 | 10.0 | 7.0 | 0.0 | 0.0 | 0.0 | 0.0 | 12.0 | 5.0 | 76 | 2.4 | 2.4 | 25.0 | 22.2 | 100.0 | -0.03 | 38.8 | 33.3 |
| Olivia Smelas | - | 33 | 20.5 | 7.8 | 6.7 | 1.8 | 1.1 | 1.0 | 1.8 | 6.9 | 9.7 | 70 | 1.6 | 2.5 | 40.1 | 38.3 | 74.0 | 0.31 | 49.3 | 44.1 |
| Natalie Angeletti | - | 1 | 24.0 | 7.0 | 3.0 | 1.0 | 0.0 | 0.0 | 2.0 | 6.0 | 3.0 | 62 | 1.9 | 5.1 | 50.0 | 0.0 | 50.0 | 0.43 | 50.9 | 50.0 |
| Bella Quinn | - | 33 | 25.1 | 5.9 | 3.0 | 2.7 | 1.1 | 0.0 | 2.4 | 5.1 | 5.2 | -17 | -0.4 | -0.5 | 38.5 | 35.5 | 80.8 | 0.2 | 50.6 | 45.0 |
| Rachael Manfredo | - | 1 | 5.0 | 4.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 3.0 | 2.0 | 153 | 3.8 | 6.6 | 66.7 | 0 | 0 | 2.16 | 66.7 | 66.7 |
| Shannon Remolde | - | 33 | 25.9 | 3.8 | 3.7 | 1.2 | 1.6 | 0.2 | 1.4 | 3.9 | 5.1 | 18 | 0.5 | 0.7 | 29.2 | 21.6 | 75.0 | 0.45 | 41.8 | 35.4 |
| Ava Haddad | - | 1 | 16.0 | 3.0 | 1.0 | 2.0 | 0.0 | 1.0 | 1.0 | 4.0 | 2.0 | 43 | 0.9 | 1.1 | 25.0 | 0 | 50.0 | 0.35 | 30.7 | 25.0 |
| Alexa Windish | - | 33 | 8.1 | 2.5 | 0.7 | 0.4 | 0.1 | 0.0 | 0.6 | 2.1 | 1.1 | 4 | 0.1 | 0.2 | 42.6 | 31.6 | 78.6 | 0.14 | 54.6 | 51.5 |
| Jess Aponik | - | 32 | 5.5 | 2.3 | 0.9 | 0.2 | 0.3 | 0.1 | 0.9 | 2.4 | 0.6 | -11 | -0.6 | -2.0 | 36.4 | 24.0 | 68.8 | -0.05 | 43.4 | 40.3 |
| Hope Garrity | - | 1 | 2.0 | 2.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 2.0 | 62 | 1.5 | 2.9 | 0.0 | 0.0 | 100.0 | 1.4 | 53.2 | 0.0 |
| Taylor Gurysh | - | 33 | 7.3 | 1.7 | 0.8 | 0.2 | 0.2 | 0.0 | 0.5 | 2.5 | 0.0 | -39 | -1.1 | -2.5 | 19.8 | 24.5 | 60.0 | -0.35 | 31.7 | 27.8 |
| Kitty Randa | - | 33 | 3.4 | 1.6 | 1.2 | 0.1 | 0.2 | 0.3 | 0.3 | 1.4 | 1.7 | -47 | -1.6 | -7.8 | 48.9 | 40.0 | 50.0 | -0.38 | 51.7 | 51.1 |
| Bella Arcuri | - | 33 | 11.4 | 1.3 | 1.0 | 1.0 | 0.3 | 0.0 | 1.0 | 0.9 | 1.6 | -9 | -0.3 | -0.7 | 38.7 | 43.8 | 84.6 | -0.28 | 57.2 | 50.0 |
| Anna Stein | - | 32 | 3.5 | 1.3 | 0.6 | 0.3 | 0.3 | 0.0 | 0.4 | 1.1 | 1.1 | 6 | 0.4 | 2.2 | 28.6 | 11.1 | 75.9 | 0.16 | 45.0 | 30.0 |
| Anaya Price | - | 33 | 3.8 | 1.3 | 0.3 | 0.2 | 0.2 | 0.0 | 0.2 | 1.4 | 0.3 | -23 | -1.2 | -5.8 | 33.3 | 30.0 | 75.0 | -0.46 | 44.9 | 43.3 |
| Esther Bernstein | - | 33 | 1.0 | 0.3 | 0.2 | 0.1 | 0.0 | 0.0 | 0.0 | 0.5 | 0.0 | - | - | - | 18.8 | 14.3 | 66.7 | - | 26.0 | 21.9 |
| Jess Hetz | - | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -2 | -0.1 | -0.6 | 0 | 0 | 0 | -0.05 | 0 | 0 |
| Kassie Potts | - | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -4 | -0.1 | -0.3 | 0 | 0 | 0 | 0.2 | 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