Kalamazoo
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 → | 909 (#394) | - |
| Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More → | 829 (#433) | - |
| Margin Margin Linear team-strength model fit on point differential instead of binary wins. More → | -6.7 (#256) | HCA +2.4 |
| Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More → | 0.090 (#636) | - |
| Efficiency Efficiency Tempo-adjusted efficiency version of Pythagorean ratings. More → | 0.253 (#314) | NetEff -7.9 |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More → | 0.113 (#539) | AdjNet -17.8 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More → | 0.105 (#538) | AdjNet -18.1 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. More → | 0.254 (#541) | AdjO 56.9 | AdjD 68.7 |
2025 Schedule & Results
| Date | Vs/At | Opponent | Result | Score |
|---|---|---|---|---|
| 2024-11-09 | vs | Manchester | L | 59 - 67 |
| 2024-11-10 | vs | Westminster (PA) | W | 67 - 49 |
| 2024-11-20 | @ | Bluffton | L | 56 - 59 |
| 2024-11-23 | vs | Dominican (IL) | W | 76 - 46 |
| 2024-12-04 | vs | Adrian | L | 60 - 63 |
| 2024-12-07 | @ | Oberlin | L | 61 - 73 |
| 2024-12-11 | @ | Kenyon | W | 64 - 51 |
| 2024-12-14 | vs | Albion | L | 47 - 54 |
| 2024-12-17 | vs | Wooster | W | 65 - 57 |
| 2024-12-20 | vs | Lakeland | W | 75 - 63 |
| 2024-12-28 | vs | Elmhurst | L | 50 - 61 |
| 2025-01-04 | @ | Olivet | L | 58 - 61 |
| 2025-01-08 | vs | St. Mary's (IN) | L | 54 - 65 |
| 2025-01-11 | @ | Calvin | L | 35 - 60 |
| 2025-01-15 | vs | Hope | L | 43 - 97 |
| 2025-01-18 | vs | Trine | L | 50 - 76 |
| 2025-01-22 | vs | Alma | L | 64 - 75 |
| 2025-01-29 | @ | Adrian | W | 48 - 46 |
| 2025-02-01 | vs | Olivet | W | 70 - 59 |
| 2025-02-05 | @ | Albion | L | 74 - 81 |
| 2025-02-08 | @ | St. Mary's (IN) | W | 83 - 73 |
| 2025-02-12 | @ | Hope | L | 57 - 95 |
| 2025-02-15 | vs | Calvin | L | 51 - 77 |
| 2025-02-19 | @ | Alma | W | 75 - 62 |
| 2025-02-22 | @ | Trine | L | 51 - 68 |
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% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Maddie Syka | - | 1 | 21.0 | 17.0 | 1.0 | 2.0 | 2.0 | 0.0 | 4.0 | 20.0 | -2.0 | -75 | -3.0 | -5.2 | 20.0 | 18.2 | 87.5 | -0.39 | 36.1 | 25.0 |
| Ruby Hogan | - | 25 | 33.9 | 16.0 | 7.8 | 4.4 | 2.0 | 0.4 | 4.1 | 13.1 | 13.4 | -24 | -0.8 | -0.7 | 43.0 | 40.0 | 75.9 | 0.24 | 51.9 | 45.7 |
| Lauren Vanderstelt | - | 25 | 32.3 | 10.4 | 8.8 | 1.0 | 0.6 | 2.8 | 1.7 | 12.5 | 9.4 | -13 | -0.5 | -0.4 | 31.6 | 24.1 | 61.2 | -0.27 | 38.0 | 35.0 |
| Gracie Schill | - | 1 | 21.0 | 9.0 | 2.0 | 2.0 | 2.0 | 0.0 | 2.0 | 10.0 | 3.0 | - | - | - | 30.0 | 50.0 | 50.0 | -0.46 | 38.3 | 35.0 |
| Jackie Brines | - | 25 | 28.8 | 7.4 | 3.6 | 2.0 | 0.8 | 0.1 | 2.9 | 7.8 | 3.1 | -19 | -0.8 | -0.7 | 33.2 | 32.4 | 57.4 | -0.16 | 42.1 | 39.3 |
| Jordan Wesaw | - | 15 | 19.7 | 6.9 | 5.5 | 0.5 | 1.2 | 0.7 | 2.1 | 6.3 | 6.3 | - | - | - | 44.2 | 25.0 | 61.5 | 0.45 | 48.4 | 45.8 |
| Katie Maryo | - | 1 | 27.0 | 6.0 | 2.0 | 0.0 | 1.0 | 0.0 | 2.0 | 8.0 | -1.0 | -135 | -4.4 | -4.7 | 25.0 | 33.3 | 0 | -0.75 | 37.5 | 37.5 |
| Sophia Moir | - | 25 | 19.8 | 5.5 | 2.7 | 0.9 | 1.1 | 0.1 | 1.3 | 6.1 | 2.8 | -14 | -0.4 | -0.6 | 36.8 | 28.1 | 69.2 | -0.27 | 43.4 | 42.1 |
| Alyse Baughman | - | 25 | 17.1 | 5.1 | 4.4 | 0.8 | 0.3 | 0.3 | 1.6 | 4.0 | 5.3 | 26 | 0.9 | 1.6 | 46.5 | 11.1 | 58.9 | 0.39 | 50.9 | 47.0 |
| Breannda Davis | - | 1 | 20.0 | 5.0 | 6.0 | 0.0 | 1.0 | 2.0 | 2.0 | 2.0 | 10.0 | -61 | -2.4 | -5.6 | 100.0 | 0 | 50.0 | -0.49 | 86.8 | 100.0 |
| Emily Hess | - | 1 | 18.0 | 4.0 | 2.0 | 1.0 | 1.0 | 0.0 | 2.0 | 3.0 | 3.0 | -85 | -3.4 | -4.1 | 66.7 | 0 | 0 | -0.18 | 66.7 | 66.7 |
| Lewie Wilks | - | 23 | 12.3 | 3.6 | 1.7 | 0.7 | 0.5 | 0.1 | 1.7 | 3.9 | 1.0 | -30 | -1.4 | -3.0 | 27.0 | 30.6 | 57.5 | -0.39 | 38.5 | 33.1 |
| Taylor Dinda | - | 25 | 18.2 | 3.3 | 2.0 | 0.6 | 0.7 | 0.0 | 1.5 | 4.2 | 1.0 | -34 | -1.1 | -1.8 | 23.1 | 27.3 | 65.0 | 0.01 | 36.3 | 33.2 |
| Angelina Brush | - | 1 | 23.0 | 3.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 2.0 | -181 | -5.8 | -6.9 | 33.3 | 50.0 | 0 | -1.1 | 50.0 | 50.0 |
| Grace Cano | - | 1 | 25.0 | 3.0 | 6.0 | 2.0 | 1.0 | 0.0 | 5.0 | 2.0 | 5.0 | -56 | -1.8 | -2.3 | 50.0 | 0 | 50.0 | -0.0 | 52.1 | 50.0 |
| Josee Cooke | - | 23 | 11.3 | 2.6 | 2.0 | 0.3 | 0.0 | 0.4 | 1.2 | 3.1 | 1.0 | -24 | -0.9 | -2.7 | 30.6 | 26.9 | 57.1 | -0.33 | 37.7 | 35.4 |
| Brittany Miller | - | 22 | 10.2 | 2.0 | 1.6 | 0.6 | 0.4 | 0.1 | 0.9 | 2.4 | 1.4 | 12 | 0.4 | 1.2 | 34.0 | 7.1 | 70.0 | -0.21 | 38.3 | 34.9 |
| Kennedy Arison | - | 1 | 26.0 | 2.0 | 3.0 | 3.0 | 1.0 | 1.0 | 1.0 | 8.0 | 1.0 | -133 | -4.3 | -4.5 | 12.5 | 0.0 | 0 | -0.57 | 12.5 | 12.5 |
| Dasia Lopez | - | 24 | 1.1 | 0.1 | 0.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3 | 0.0 | - | - | - | 12.5 | 0.0 | 25.0 | - | 15.4 | 12.5 |
| Ella Boyea | - | 24 | 0.5 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.2 | -0.1 | -12 | -0.9 | -12.1 | 25.0 | 33.3 | 0.0 | -0.05 | 30.7 | 37.5 |
| Macy Ivins | - | 24 | 0.7 | 0.1 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2 | 0.1 | - | - | - | 25.0 | 33.3 | 0.0 | - | 30.7 | 37.5 |
| Kendyl Kirshman | - | 23 | 0.1 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | - | - | - | 50.0 | 0 | 0 | - | 50.0 | 50.0 |
| Jaelyn Horn | - | 23 | 0.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | - | - | - | 0.0 | 0 | 50.0 | - | 26.6 | 0.0 |
| Peja Liles | - | 24 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | - | - | - | 0 | 0 | 0 | - | 0 | 0 |
| Autumn Hummel | - | 24 | 0.1 | 0.0 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | - | - | - | 0 | 0 | 0 | - | 0 | 0 |
| Emma Morris | - | 1 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -3 | -0.1 | -1.1 | 0 | 0 | 0 | 0.03 | 0 | 0 |
| Angelena Ukeagu | - | 1 | 2.0 | 0.0 | 2.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 3.0 | 1 | 0.0 | 0.6 | 0 | 0 | 0 | 0.02 | 0 | 0 |
| Reagan Courter | - | 1 | 9.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | - | - | - | 0.0 | 0 | 0 | 0.2 | 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