🐻⬇️🏀

Ashland

Also known as: Ashland
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 → 1045 (#112) -
Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More → 1089 (#88) -
Margin Margin Linear team-strength model fit on point differential instead of binary wins. HCA +2.8 More → +25.5 (#9) HCA +2.8
Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More → 0.964 (#142) -
Efficiency Efficiency Tempo-adjusted efficiency version of Pythagorean ratings. NetEff +31.5 More → 0.982 (#23) NetEff +31.5
Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. AdjNet +39.8 More → 0.990 (#71) AdjNet +39.8
Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. AdjNet +40.1 More → 0.991 (#70) AdjNet +40.1
Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. AdjO 79.4 | AdjD 52.8 More → 0.918 (#63) AdjO 79.4 | AdjD 52.8

2025 Schedule & Results

Date Vs/At Opponent Result Score
2024-11-02 vs Northwest Mo. St. L 49 - 57
2024-11-03 vs Mo. Southern St. W 74 - 44
2024-11-08 @ UIndy W 71 - 47
2024-11-10 @ Wayne St. (MI) W 73 - 53
2024-11-15 vs Davenport W 91 - 43
2024-11-21 @ Grand Valley St. L 42 - 67
2024-11-23 @ Ferris St. W 69 - 59
2024-11-26 vs Union (TN) W 68 - 42
2024-12-05 @ Northwood L 58 - 69
2024-12-07 vs Tiffin W 76 - 45
2024-12-14 vs Ky. Wesleyan W 78 - 41
2024-12-16 @ Lake Erie W 70 - 40
2024-12-19 vs Indiana (PA) W 68 - 54
2024-12-22 vs Northern Mich. W 84 - 62
2025-01-04 vs Ursuline W 87 - 48
2025-01-09 vs Walsh W 69 - 46
2025-01-11 @ Thomas More W 78 - 49
2025-01-16 @ Findlay W 82 - 64
2025-01-18 @ Ursuline W 81 - 36
2025-01-23 vs Hillsdale W 70 - 59
2025-01-25 vs Lake Erie W 65 - 43
2025-01-30 @ Ohio Dominican W 49 - 39
2025-02-01 vs Thomas More W 78 - 47
2025-02-06 @ Malone W 58 - 47
2025-02-08 @ Cedarville W 75 - 51
2025-02-13 vs Malone W 53 - 46
2025-02-15 @ Tiffin W 69 - 63
2025-02-20 vs Cedarville W 83 - 34
2025-02-27 vs Findlay W 64 - 47
2025-03-01 @ Walsh W 72 - 51
2025-03-04 vs Thomas More W 81 - 49
2025-03-07 vs Northwood W 73 - 51
2025-03-08 vs Hillsdale W 69 - 57
2025-03-14 vs Ferris St. W 62 - 50
2025-03-15 vs Northern Mich. W 68 - 45
2025-03-17 @ Grand Valley St. L 50 - 62

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%
Zoe Miller - 36 27.3 14.6 7.8 2.2 1.0 0.6 2.1 10.2 13.9 108 3.1 3.0 54.9 42.3 57.6 0.3 61.3 60.5
Caely Kesten - 1 30.0 14.0 5.0 2.0 3.0 1.0 2.0 10.0 13.0 -5 -0.2 -0.2 50.0 50.0 0 -0.26 70.0 70.0
Kelsey Fields - 1 29.0 12.0 10.0 1.0 2.0 1.0 2.0 9.0 15.0 34 1.1 1.3 55.6 0 50.0 0.03 55.8 55.6
Hayley Smith - 36 23.8 11.8 10.9 2.0 1.4 0.7 1.9 9.3 15.5 193 5.4 6.8 55.4 24.4 76.9 1.34 58.9 57.0
Ryan Franklin - 1 25.0 10.0 9.0 1.0 0.0 1.0 0.0 10.0 11.0 13 0.4 0.3 40.0 0 100.0 0.51 46.0 40.0
Emree Zars - 1 35.0 9.0 5.0 0.0 0.0 0.0 2.0 6.0 6.0 50 1.7 1.8 50.0 33.3 100.0 0.57 65.4 58.3
Lydia Sweeney - 34 24.6 9.0 3.0 2.6 1.4 0.2 1.7 8.3 6.1 138 4.1 4.5 40.3 27.0 81.0 0.63 49.2 45.1
Kaitlin Hunnicutt - 1 21.0 9.0 1.0 0.0 2.0 0.0 3.0 7.0 2.0 -6 -0.2 -0.3 42.9 60.0 0.0 0.3 57.1 64.3
Molly Hartnett - 1 36.0 8.0 6.0 1.0 1.0 0.0 1.0 8.0 7.0 44 1.5 1.3 25.0 0.0 100.0 0.32 41.0 25.0
Aaliyah Riley - 1 30.0 8.0 3.0 1.0 0.0 0.0 5.0 6.0 1.0 1 0.1 0.1 50.0 0 33.3 0.24 46.3 50.0
Morgan Yoder - 36 30.8 7.6 1.8 3.1 0.9 0.2 1.5 6.1 5.9 131 3.6 3.5 43.6 41.3 66.7 0.18 59.0 58.2
Makenna Yokley - 1 21.0 7.0 4.0 0.0 0.0 0.0 1.0 6.0 4.0 -28 -0.6 -1.1 33.3 0.0 60.0 0.16 42.7 33.3
Ashley Mullet - 36 22.2 6.9 1.1 2.3 0.8 0.1 2.1 6.2 3.0 122 2.8 3.7 36.9 35.3 78.6 0.88 52.0 48.9
Lexi Howe - 24 19.2 6.6 1.6 1.5 1.0 0.3 2.0 5.9 3.2 59 2.5 3.4 38.3 35.6 83.3 0.25 52.5 49.3
Sarah McKee - 32 19.9 6.1 3.9 1.3 0.8 1.1 1.1 4.1 8.0 99 2.8 4.6 56.8 33.3 71.7 0.41 63.7 61.0
Grace Frazier - 1 15.0 6.0 1.0 0.0 0.0 0.0 3.0 7.0 -3.0 11 0.3 0.4 28.6 0.0 66.7 0.21 36.1 28.6
Lindsey Kelderman - 1 24.0 4.0 2.0 1.0 1.0 0.0 2.0 6.0 0.0 -2 -0.1 -0.1 16.7 0 100.0 -0.0 29.1 16.7
Veonce Powell - 1 23.0 4.0 2.0 1.0 0.0 0.0 0.0 4.0 3.0 -130 -3.2 -5.5 25.0 0 100.0 -1.1 41.0 25.0
Mackenzie Hart - 1 17.0 4.0 2.0 2.0 1.0 0.0 4.0 4.0 1.0 31 1.0 1.3 50.0 0 0 0.63 50.0 50.0
Gia Casalinova - 36 15.2 3.6 1.3 1.0 0.7 0.3 0.9 3.0 3.0 147 3.5 7.4 35.8 31.8 70.3 1.0 52.3 48.2
Corri Vermilya - 35 8.0 3.2 1.3 0.6 0.3 0.1 0.8 3.3 1.3 8 0.2 0.6 38.6 30.2 64.7 -0.2 46.1 44.3
Sadie Maas - 1 10.0 2.0 0.0 0.0 0.0 1.0 0.0 2.0 1.0 -5 -0.1 -0.2 50.0 0 0 0.45 50.0 50.0
Ava Pautz - 1 13.0 2.0 2.0 0.0 0.0 0.0 1.0 3.0 0.0 -69 -1.9 -4.9 33.3 0 0 -0.57 33.3 33.3
Reese Webb - 1 18.0 2.0 5.0 2.0 3.0 0.0 1.0 2.0 9.0 -1 -0.0 -0.0 50.0 0 0 -0.12 50.0 50.0
Kylie Leibacher - 36 6.8 1.5 0.6 0.4 0.2 0.0 0.4 1.4 1.0 19 0.7 2.9 34.6 28.0 63.2 -0.36 45.6 41.3
Carly Prows - 34 2.8 0.9 1.0 0.2 0.2 0.0 0.2 1.0 1.1 2 0.1 0.5 36.4 20.0 66.7 -0.1 40.7 37.9
Katelyn Harabedian - 32 2.0 0.8 0.6 0.1 0.0 0.0 0.2 0.5 0.8 21 0.8 2.5 62.5 100.0 55.6 0.61 65.1 65.6
Aliyah Al-Hameed - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 - - - 0 0 0 - 0 0
Ella Moody - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -26 -0.9 -3.1 0 0 0 -0.19 0 0
Peyton Kelderman - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 8 0.3 1.7 0 0 0 0.06 0 0
Laini Joseph - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -48 -3.4 -8.1 0 0 0 -0.76 0 0
Annastyn Pettlon - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 - - - 0 0 0 - 0 0
Kenzie Melcher - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -25 -5.0 -5.0 0 0 0 -0.38 0 0
Maggie Collins - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -9 -0.8 -1.7 0 0 0 -0.35 0 0
Evelyn Vazquez - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 28 1.8 6.5 0 0 0 0.25 0 0
Brooklyn Stanley - 1 2.0 0.0 0.0 0.0 0.0 0.0 0.0 1.0 -1.0 8 0.2 0.4 0.0 0 0 0.23 0.0 0.0
Kendall Clatt - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 17 1.2 13.1 0 0 0 0.12 0 0
Avery Yosten - 1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -13 -1.2 -2.7 0 0 0 0.09 0 0
Morgan Meyers - 1 12.0 0.0 1.0 2.0 1.0 0.0 1.0 2.0 1.0 -21 -0.7 -1.1 0.0 0.0 0 -0.19 0.0 0.0
Jacqueline Hall - 1 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 -28 -0.9 -1.7 0 0 0 -0.14 0 0
Kennady Roach - 1 21.0 0.0 1.0 0.0 0.0 0.0 0.0 3.0 -2.0 -34 -1.0 -1.5 0.0 0 0 -0.27 0.0 0.0
Mia Topping - 1 6.0 0.0 0.0 0.0 0.0 0.0 3.0 1.0 -4.0 52 2.2 5.1 0.0 0.0 0 0.72 0.0 0.0
Kyra Hill - 10 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 20 2.9 6.4 0 0 0 0.32 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