Ashland
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 → | 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. 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. More → | 0.982 (#23) | NetEff +31.5 |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More → | 0.990 (#71) | AdjNet +39.8 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More → | 0.991 (#70) | AdjNet +40.1 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. 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