🐻⬇️🏀

Kalamazoo

Also known as: Kalamazoo
Program History

Model Outputs

2024-2025
Catalog

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. HCA +2.4 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. NetEff -7.9 More → 0.253 (#314) NetEff -7.9
Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. AdjNet -17.8 More → 0.113 (#539) AdjNet -17.8
Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. AdjNet -18.1 More → 0.105 (#538) AdjNet -18.1
Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. AdjO 56.9 | AdjD 68.7 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