Neumann Knights
Model Outputs
2025-2026 latest available
No materialized model snapshot for 2025 yet, so this section is showing the latest available team-model rows.
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 → | 996 (#392) | - |
| Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More → | 1008 (#374) | - |
| Bradley-Terry Recency Bradley-Terry Recency Static Bradley-Terry with exponential recency weights on newer games. More → | 996 (#484) | HCA +56 elo |
| Margin Margin Linear team-strength model fit on point differential instead of binary wins. More → | -9.4 (#333) | HCA +2.4 |
| Margin Recency Margin Recency Margin regression with exponential recency weights on newer games. More → | -9.5 (#521) | HCA +3.0 |
| Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More → | 0.633 (#377) | - |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More → | 0.278 (#471) | AdjNet -8.3 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More → | 0.268 (#474) | AdjNet -8.6 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. More → | 0.360 (#477) | AdjO 72.0 | AdjD 78.4 |
| Points Off/Def Recency Points Off/Def Recency Off/def points regression with exponential recency weights. More → | 0.447 (#517) | AdjO 70.5 | AdjD 72.8 |
| Core Ensemble Core Ensemble Equal-logit blend of Elo, recency BT, recency margin, log-adjusted pyth, and points off/def. More → | 0.368 (#521) | 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 → | 0.384 (#513) | Blend of Elo, BT, Margin, PythLog, PtsOD |
| Dynamic Bradley-Terry Dynamic Bradley-Terry Time-evolving paired-comparison model with latent team strength drift. More → | 968 (#412) | RD 112 | GP 21 |
2025 Schedule & Results
| Date | Vs/At | Opponent | Result | Score |
|---|---|---|---|---|
| 2024-11-08 | @ | Penn St.-Abington | - | Incomplete score |
| 2024-11-12 | @ | Goucher | - | Incomplete score |
| 2024-11-13 | @ | Penn St. Brandywine | - | Incomplete score |
| 2024-11-16 | @ | Muhlenberg | - | Incomplete score |
| 2024-11-19 | @ | Valley Forge | - | Incomplete score |
| 2024-11-20 | vs | Widener | - | Incomplete score |
| 2024-11-23 | vs | Manhattanville | - | Incomplete score |
| 2024-11-26 | vs | Berkeley (NY) | - | Incomplete score |
| 2024-11-30 | vs | Penn St.-Lehigh Val. | - | Incomplete score |
| 2024-12-03 | vs | Eastern | - | Incomplete score |
| 2024-12-05 | vs | Franklin & Marshall | - | Incomplete score |
| 2024-12-07 | @ | Haverford | - | Incomplete score |
| 2024-12-29 | @ | Lehigh | - | Incomplete score |
| 2024-12-30 | vs | Lebanon Valley | - | Incomplete score |
| 2025-01-04 | vs | Marywood | - | Incomplete score |
| 2025-01-08 | @ | Immaculata | - | Incomplete score |
| 2025-01-15 | vs | Centenary (NJ) | - | Incomplete score |
| 2025-01-18 | @ | Pratt | - | Incomplete score |
| 2025-01-22 | @ | Marymount (VA) | - | Incomplete score |
| 2025-01-25 | vs | Gwynedd Mercy | - | Incomplete score |
| 2025-02-01 | @ | Marywood | - | Incomplete score |
| 2025-02-05 | vs | Immaculata | - | Incomplete score |
| 2025-02-12 | @ | Centenary (NJ) | - | Incomplete score |
| 2025-02-15 | vs | Pratt | - | Incomplete score |
| 2025-02-18 | vs | Marymount (VA) | - | Incomplete score |
| 2025-02-21 | @ | Gwynedd Mercy | - | Incomplete score |
| 2025-02-26 | vs | Marywood | - | Incomplete score |
| 2025-03-01 | vs | Marymount (VA) | - | Incomplete score |
| 2025-03-07 | @ | Trinity (CT) | - | Incomplete score |
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% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Shawn Summers Jr. | - | 1 | 35.0 | 23.0 | 7.0 | 5.0 | 1.0 | 1.0 | 4.0 | 20.0 | 13.0 | -8 | -1.6 | -2.9 | 50.0 | 20.0 | 100.0 | 0.31 | 55.1 | 52.5 |
| Donte Dupriest | - | 15 | 33.9 | 17.5 | 14.4 | 2.4 | 1.4 | 0.3 | 1.9 | 11.6 | 22.5 | 17 | 1.9 | 30.9 | 59.8 | 25.0 | 72.0 | -0.27 | 63.5 | 60.1 |
| Dom Thomas | - | 1 | 28.0 | 17.0 | 2.0 | 1.0 | 1.0 | 0.0 | 0.0 | 11.0 | 10.0 | -42 | -6.0 | -18.4 | 63.6 | 60.0 | 0.0 | 0.17 | 74.3 | 77.3 |
| DJ Earl | - | 24 | 29.9 | 16.8 | 3.7 | 1.7 | 1.4 | 0.3 | 2.8 | 13.4 | 7.7 | 42 | 6.0 | 76.4 | 43.3 | 37.3 | 63.7 | -0.27 | 54.4 | 51.6 |
| TJ Lewis | - | 27 | 33.3 | 13.1 | 4.9 | 2.4 | 1.0 | 0.5 | 1.6 | 9.0 | 11.3 | -1 | -1.0 | -1.8 | 46.7 | 38.6 | 81.5 | -0.27 | 58.5 | 50.2 |
| Bryan Etienne | - | 25 | 24.8 | 10.6 | 5.2 | 1.3 | 1.1 | 0.4 | 1.3 | 5.9 | 11.3 | 41 | 8.2 | 74.5 | 64.6 | 28.6 | 75.3 | -0.27 | 70.2 | 66.0 |
| Mike Smith, III | - | 25 | 32.2 | 10.0 | 3.0 | 3.6 | 0.9 | 0.1 | 2.4 | 9.4 | 5.7 | - | - | - | 36.0 | 34.8 | 68.8 | - | 45.9 | 41.1 |
| Aquil Stewart | - | 1 | 25.0 | 10.0 | 3.0 | 1.0 | 0.0 | 0.0 | 2.0 | 7.0 | 5.0 | -28 | -5.6 | -13.2 | 28.6 | 25.0 | 71.4 | 0.18 | 49.6 | 35.7 |
| Jalen Snead | - | 1 | 17.0 | 8.0 | 0.0 | 2.0 | 2.0 | 0.0 | 4.0 | 4.0 | 4.0 | 21 | 2.6 | 16.7 | 75.0 | 0 | 50.0 | 0.03 | 69.4 | 75.0 |
| Gary Francis | - | 27 | 17.2 | 7.7 | 2.9 | 0.3 | 0.7 | 0.4 | 1.0 | 5.3 | 5.6 | 0 | 0.0 | 0.0 | 57.3 | 0 | 71.0 | -1.43 | 61.1 | 57.3 |
| Nigel Burch | - | 18 | 12.4 | 6.4 | 3.2 | 0.6 | 0.7 | 0.6 | 0.9 | 5.8 | 4.7 | - | - | - | 44.8 | 33.3 | 52.2 | - | 49.9 | 49.0 |
| D.J. Johnson | - | 1 | 12.0 | 6.0 | 4.0 | 0.0 | 1.0 | 1.0 | 0.0 | 6.0 | 6.0 | -4 | -1.0 | -2.2 | 50.0 | 0.0 | 0 | 0.21 | 50.0 | 50.0 |
| Mike Marable | - | 1 | 30.0 | 6.0 | 7.0 | 3.0 | 2.0 | 0.0 | 2.0 | 10.0 | 6.0 | -33 | -6.6 | -16.5 | 30.0 | 0.0 | 0 | 0.09 | 30.0 | 30.0 |
| Dylan Harris | - | 1 | 13.0 | 5.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 3.0 | 10 | 3.3 | 15.0 | 25.0 | 33.3 | 100.0 | -0.16 | 51.2 | 37.5 |
| Travon Mack | - | 1 | 32.0 | 4.0 | 6.0 | 2.0 | 1.0 | 4.0 | 0.0 | 4.0 | 13.0 | -5 | -1.2 | -4.8 | 50.0 | 0.0 | 0 | -0.07 | 50.0 | 50.0 |
| Jarell Keel | - | 25 | 15.0 | 3.6 | 3.9 | 0.6 | 0.7 | 0.3 | 1.1 | 2.8 | 5.1 | 7 | 1.8 | 17.6 | 43.7 | 0 | 71.8 | -0.39 | 51.0 | 43.7 |
| Mazen Sayed | - | 1 | 8.0 | 3.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | 2.0 | 4 | 1.3 | 7.1 | 50.0 | 50.0 | 0 | -0.27 | 75.0 | 75.0 |
| Kian Nixon | - | 26 | 4.3 | 1.8 | 1.0 | 0.0 | 0.0 | 0.1 | 0.3 | 1.6 | 1.1 | - | - | - | 38.1 | 38.5 | 76.9 | - | 49.2 | 44.0 |
| Bryan Warren | - | 26 | 7.6 | 1.7 | 1.0 | 0.5 | 0.4 | 0.1 | 0.3 | 1.6 | 1.8 | -31 | -4.4 | -278.7 | 33.3 | 31.6 | 73.3 | -0.89 | 46.3 | 40.5 |
| Zaiyin Keys | - | 24 | 2.5 | 0.7 | 0.1 | 0.2 | 0.1 | 0.0 | 0.2 | 0.7 | 0.2 | - | - | - | 31.2 | 14.3 | 83.3 | - | 42.9 | 34.4 |
| Miles Johnson | - | 27 | 1.3 | 0.6 | 0.4 | 0.0 | 0.1 | 0.0 | 0.0 | 0.3 | 0.8 | -9 | -3.0 | -17.3 | 75.0 | 0 | 57.1 | -0.33 | 72.2 | 75.0 |
| Tahir Howell | - | 26 | 1.7 | 0.1 | 0.3 | 0.1 | 0.0 | 0.2 | 0.1 | 0.2 | 0.3 | -42 | -2.3 | -4.9 | 0.0 | 0.0 | 100.0 | -0.46 | 14.5 | 0.0 |
| Kory Jones | - | 20 | 0.4 | 0.1 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | 43 | 3.3 | 14.5 | 100.0 | 0 | 0 | 0.57 | 100.0 | 100.0 |
| Uche Unegbu | - | 24 | 1.8 | 0.1 | 0.3 | 0.1 | 0.0 | 0.0 | 0.2 | 0.5 | -0.2 | - | - | - | 8.3 | 0.0 | 25.0 | - | 10.9 | 8.3 |
| Dan Grover, III | - | 11 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 0.2 | 5.6 | 0 | 0 | 0 | -1.47 | 0 | 0 |
| Warren Wideman III | - | 20 | 0.4 | 0.0 | 0.1 | 0.0 | 0.0 | 0.0 | 0.1 | 0.1 | -0.1 | 12 | 1.0 | 37.1 | 0.0 | 0.0 | 0 | -0.48 | 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