Roger Williams
Model Outputs
2025-2026
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 → | 975 (#292) | - |
| Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More → | 1098 (#147) | - |
| Bradley-Terry Recency Bradley-Terry Recency Static Bradley-Terry with exponential recency weights on newer games. More → | 1043 (#202) | HCA +62 elo |
| Margin Margin Linear team-strength model fit on point differential instead of binary wins. More → | +2.9 (#164) | HCA +2.3 |
| Margin Recency Margin Recency Margin regression with exponential recency weights on newer games. More → | -1.6 (#394) | HCA +2.9 |
| Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More → | 0.787 (#318) | - |
| Efficiency Efficiency Tempo-adjusted efficiency version of Pythagorean ratings. More → | 0.844 (#199) | NetEff +11.4 |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More → | 0.678 (#317) | AdjNet +6.5 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More → | 0.717 (#308) | AdjNet +7.9 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. More → | 0.582 (#315) | AdjO 61.9 | AdjD 58.2 |
| Points Off/Def Recency Points Off/Def Recency Off/def points regression with exponential recency weights. More → | 0.563 (#280) | AdjO 56.8 | AdjD 54.0 |
| Core Ensemble Core Ensemble Equal-logit blend of Elo, recency BT, recency margin, log-adjusted pyth, and points off/def. More → | 0.578 (#309) | Blend of Elo, BT, Margin, PythLog, PtsOD |
| Recency Ensemble Recency Ensemble Equal-logit blend of Elo, recency BT, recency margin, log-adjusted pyth, and recency points off/def. More → | 0.581 (#313) | Blend of Elo, BT, Margin, PythLog, PtsOD |
| Dynamic Bradley-Terry Dynamic Bradley-Terry Time-evolving paired-comparison model with latent team strength drift. More → | 1080 (#207) | RD 101 | GP 21 |
2026 Schedule & Results
| Date | Vs/At | Opponent | Result | Score |
|---|---|---|---|---|
| 2025-11-07 | vs | Babson | L | 53 - 71 |
| 2025-11-12 | vs | Wheaton (MA) | W | 61 - 36 |
| 2025-11-15 | @ | Connecticut Col. | W | 60 - 49 |
| 2025-11-16 | @ | Mitchell | W | 77 - 39 |
| 2025-11-19 | vs | Curry | W | 68 - 44 |
| 2025-11-21 | vs | Tufts | L | 57 - 68 |
| 2025-11-25 | @ | UMass Dartmouth | L | 71 - 78 |
| 2025-12-02 | @ | JWU (Providence) | L | 46 - 63 |
| 2025-12-30 | vs | Bates | L | 44 - 65 |
| 2025-12-31 | @ | WPI | L | 47 - 52 |
| 2026-01-10 | vs | Nichols | W | 68 - 44 |
| 2026-01-14 | @ | Suffolk | W | 62 - 52 |
| 2026-01-17 | vs | Emmanuel (MA) | W | 59 - 54 |
| 2026-01-20 | @ | Hartford | W | 68 - 63 |
| 2026-01-24 | vs | Western New Eng. | L | 41 - 51 |
| 2026-01-28 | @ | Gordon | W | 71 - 43 |
| 2026-01-31 | @ | U New England | L | 42 - 68 |
| 2026-02-03 | vs | Endicott | L | 50 - 60 |
2026 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% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| COPPOLA, Sophia | - | 1 | 34.0 | 23.0 | 3.0 | 1.0 | 3.0 | 4.0 | 2.0 | 16.0 | 16.0 | - | - | - | 43.8 | 50.0 | 85.7 | - | 60.3 | 53.1 |
| Sophia Coppola | - | 17 | 26.8 | 12.7 | 7.4 | 0.7 | 0.9 | 2.1 | 2.3 | 12.4 | 9.2 | -17 | -0.8 | -5.6 | 36.5 | 34.9 | 67.8 | 0.69 | 45.6 | 41.7 |
| RICHARDSON, Chloe | - | 1 | 31.0 | 12.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 11.0 | 1.0 | - | - | - | 27.3 | 33.3 | 75.0 | - | 47.0 | 40.9 |
| CLARK, Lilli | - | 1 | 31.0 | 10.0 | 3.0 | 0.0 | 2.0 | 0.0 | 2.0 | 6.0 | 7.0 | - | - | - | 50.0 | 0 | 80.0 | - | 61.0 | 50.0 |
| Lilli Clark | - | 17 | 25.1 | 8.5 | 6.8 | 1.1 | 0.9 | 0.2 | 2.2 | 7.3 | 8.0 | -24 | -1.2 | -9.3 | 45.2 | 0.0 | 62.3 | -2.04 | 49.2 | 45.2 |
| Chloe Richardson | - | 17 | 28.1 | 8.1 | 3.3 | 1.6 | 0.8 | 0.1 | 1.8 | 9.6 | 2.4 | -42 | -2.2 | -12.2 | 28.0 | 26.4 | 78.6 | -1.03 | 39.1 | 35.4 |
| Ava Azzaro | - | 17 | 14.7 | 7.4 | 3.8 | 0.3 | 0.5 | 0.2 | 1.1 | 5.6 | 5.5 | 31 | 1.6 | 15.6 | 43.8 | 0 | 67.7 | 3.29 | 51.1 | 43.8 |
| AZZARO, Ava | - | 1 | 17.0 | 6.0 | 2.0 | 0.0 | 0.0 | 0.0 | 2.0 | 6.0 | 0.0 | - | - | - | 50.0 | 0 | 0 | - | 50.0 | 50.0 |
| GRAIVER, Chelsea | - | 1 | 32.0 | 6.0 | 4.0 | 5.0 | 3.0 | 0.0 | 2.0 | 9.0 | 7.0 | - | - | - | 22.2 | 0.0 | 50.0 | - | 27.9 | 22.2 |
| Chelsea Graiver | - | 15 | 25.1 | 5.1 | 2.8 | 1.8 | 0.7 | 0.0 | 1.7 | 4.9 | 3.7 | 7 | 0.4 | 2.3 | 33.8 | 29.4 | 69.6 | -1.48 | 45.2 | 40.5 |
| Maia Riccio | - | 17 | 14.0 | 4.1 | 1.9 | 0.8 | 0.2 | 0.2 | 1.4 | 4.1 | 1.7 | -24 | -1.2 | -18.5 | 32.9 | 31.6 | 65.4 | -1.74 | 42.4 | 37.1 |
| RICCIO, Maia | - | 1 | 14.0 | 4.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 3.0 | 2.0 | - | - | - | 33.3 | 0.0 | 100.0 | - | 51.5 | 33.3 |
| Meg Qualey | - | 17 | 25.7 | 3.8 | 4.1 | 1.9 | 0.6 | 1.4 | 1.4 | 3.3 | 7.2 | -23 | -1.1 | -8.4 | 42.9 | 0 | 39.5 | -0.71 | 43.4 | 42.9 |
| Sakoya Sweeney | - | 12 | 13.0 | 3.0 | 1.6 | 0.9 | 0.3 | 0.2 | 1.3 | 3.4 | 1.3 | 42 | 2.6 | 28.1 | 29.3 | 33.3 | 64.3 | 1.35 | 38.2 | 32.9 |
| Sydney Drinan | - | 12 | 5.0 | 1.5 | 0.8 | 0.2 | 0.1 | 0.0 | 0.7 | 1.3 | 0.6 | 15 | 1.1 | 29.9 | 50.0 | 0 | 40.0 | -1.77 | 49.5 | 50.0 |
| Natalie Santiago | - | 11 | 7.1 | 1.4 | 0.5 | 0.5 | 0.1 | 0.0 | 0.4 | 1.5 | 0.5 | 37 | 2.8 | 35.4 | 31.2 | 33.3 | 50.0 | -0.08 | 42.2 | 40.6 |
| Julia Ball | - | 12 | 3.6 | 1.3 | 0.1 | 0.0 | 0.2 | 0.1 | 0.7 | 1.2 | -0.2 | 24 | 1.5 | 58.8 | 40.0 | 25.0 | 33.3 | 1.53 | 45.4 | 46.7 |
| Sofia Della Ratta | - | 12 | 4.3 | 1.2 | 1.5 | 0.3 | 0.4 | 0.0 | 0.2 | 1.2 | 2.0 | 19 | 1.5 | 33.2 | 20.0 | 12.5 | 77.8 | -1.38 | 36.9 | 23.3 |
| Hailey Bassett | - | 11 | 4.6 | 1.2 | 1.3 | 0.2 | 0.3 | 0.2 | 0.3 | 1.2 | 1.6 | 27 | 2.1 | 58.4 | 46.2 | 0 | 33.3 | 0.64 | 45.4 | 46.2 |
| Cara Murphy | - | 11 | 14.2 | 1.1 | 1.1 | 1.3 | 0.9 | 0.1 | 1.0 | 1.4 | 2.1 | 8 | 0.6 | 14.6 | 33.3 | 33.3 | 0 | -0.45 | 40.0 | 40.0 |
| QUALEY, Meg | - | 1 | 28.0 | 1.0 | 4.0 | 0.0 | 0.0 | 1.0 | 1.0 | 1.0 | 4.0 | - | - | - | 0.0 | 0 | 25.0 | - | 18.1 | 0.0 |
| Giana Pye | - | 7 | 4.9 | 0.9 | 1.3 | 0.0 | 0.3 | 0.1 | 0.1 | 1.0 | 1.4 | 16 | 1.6 | 63.0 | 28.6 | 50.0 | 50.0 | -0.36 | 38.1 | 35.7 |
| Meghan Husson | - | 17 | 6.2 | 0.9 | 1.1 | 0.4 | 0.4 | 0.1 | 0.4 | 2.1 | 0.5 | 69 | 3.8 | 118.9 | 20.0 | 6.7 | 50.0 | -0.13 | 22.3 | 21.4 |
| Lauren Vaughn | - | 9 | 3.3 | 0.2 | 0.6 | 0.1 | 0.1 | 0.2 | 0.4 | 0.4 | 0.3 | 15 | 1.5 | 36.4 | 0.0 | 0 | 50.0 | -0.54 | 17.4 | 0.0 |
| BALL, Julia | - | 1 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | - | - | - | 0 | 0 | 0 | - | 0 | 0 |
| MURPHY, Cara | - | 1 | 4.0 | 0.0 | 2.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 2.0 | - | - | - | 0 | 0 | 0 | - | 0 | 0 |
| SWEENEY, Sakoya | - | 1 | 7.0 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 1.0 | - | - | - | 0.0 | 0.0 | 0 | - | 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