Akron Zips
2026 Team Stats (31 games)
Model Outputs
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 โ | 693 (#318) | - |
| Bradley-Terry Bradley-Terry Static logistic paired-comparison model with one team strength parameter. More โ | 752 (#319) | - |
| Bradley-Terry Recency Bradley-Terry Recency Static Bradley-Terry with exponential recency weights on newer games. More โ | 876 (#318) | HCA +106 elo |
| Margin Margin Linear team-strength model fit on point differential instead of binary wins. More โ | -11.6 (#287) | HCA +2.4 |
| Margin Recency Margin Recency Margin regression with exponential recency weights on newer games. More โ | -11.3 (#292) | HCA +2.6 |
| Pythagorean Pythagorean Pythagorean win expectation from raw points scored and allowed. More โ | 0.117 (#314) | - |
| Efficiency Efficiency Tempo-adjusted efficiency version of Pythagorean ratings. More โ | 0.117 (#314) | NetEff -16.7 |
| Adjusted Efficiency Adjusted Efficiency Opponent-adjusted efficiency model with separate offensive and defensive components. More โ | 0.136 (#278) | AdjNet -16.0 |
| Log Adjusted Log Adjusted Log-scale adjusted efficiency model that downweights blowout leverage. More โ | 0.135 (#278) | AdjNet -16.0 |
| Points Off/Def Points Off/Def Raw points regression with separate offensive and defensive team parameters. More โ | 0.264 (#293) | AdjO 65.7 | AdjD 76.9 |
| Points Off/Def Recency Points Off/Def Recency Off/def points regression with exponential recency weights. More โ | 0.286 (#319) | AdjO 65.1 | AdjD 75.2 |
| Core Ensemble Core Ensemble Equal-logit blend of Elo, recency BT, recency margin, log-adjusted pyth, and points off/def. More โ | 0.215 (#299) | 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 โ | 0.219 (#304) | Blend of Elo, BT, Margin, PythLog, PtsOD |
| Dynamic Bradley-Terry Dynamic Bradley-Terry Time-evolving paired-comparison model with latent team strength drift. More โ | 769 (#316) | RD 152 | GP 29 |
2026 Schedule & Results
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 GP | PM/G | PM/40 | FG% | 3P% | FT% | RAPM | TS% | eFG% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Ni'Rah Clark
|
F | 29 | 27.1 | 11.8 | 5.3 | 0.5 | 0.7 | 0.5 | 2.6 | 8.4 | 7.8 | -154 | 26 | -5.9 | -9.2 | 50.4 | 28.0 | 71.0 | -0.54 | 57.1 | 51.8 |
Shaena Brew
|
G | 30 | 28.0 | 11.2 | 3.9 | 3.9 | 0.9 | 0.0 | 3.3 | 9.1 | 7.6 | -143 | 26 | -5.5 | -8.6 | 45.2 | 31.2 | 69.1 | 1.45 | 53.5 | 49.6 |
Keiryn McGuff
|
F | 27 | 29.5 | 9.6 | 6.3 | 1.1 | 0.9 | 0.4 | 1.8 | 7.3 | 9.3 | -138 | 24 | -5.8 | -8.4 | 38.9 | 33.8 | 72.6 | -0.28 | 52.5 | 44.9 |
Monique Mitchell
|
F | 26 | 20.0 | 9.3 | 2.9 | 0.8 | 1.0 | 0.7 | 2.1 | 8.3 | 4.3 | -157 | 22 | -7.1 | -15.0 | 40.5 | 31.2 | 77.8 | -4.51 | 51.7 | 48.4 |
Izzy Callaway
|
G | 31 | 21.6 | 7.9 | 1.9 | 1.1 | 0.5 | 0.0 | 1.2 | 6.5 | 3.7 | -125 | 27 | -4.6 | -9.0 | 42.9 | 39.8 | 75.0 | -1.06 | 57.1 | 55.4 |
Corinne Reed
|
G | 28 | 23.5 | 6.3 | 3.7 | 2.1 | 0.8 | 0.2 | 2.8 | 5.5 | 4.8 | -165 | 24 | -6.9 | -12.9 | 40.5 | 32.7 | 56.2 | -3.43 | 48.9 | 46.1 |
Liz Murphy
|
G | 27 | 13.6 | 6.2 | 1.6 | 0.3 | 0.4 | 0.1 | 0.8 | 4.8 | 3.1 | -49 | 23 | -2.1 | -6.3 | 41.9 | 37.6 | 89.3 | -0.38 | 59.4 | 55.4 |
Natalie Johnson
|
G | 28 | 16.4 | 5.0 | 2.6 | 1.4 | 0.6 | 0.1 | 1.8 | 5.3 | 2.6 | -75 | 25 | -3.0 | -8.1 | 36.9 | 24.1 | 58.1 | -0.93 | 43.3 | 41.3 |
Maddie Vejsicky
|
G | 29 | 14.4 | 3.3 | 1.4 | 0.8 | 0.4 | 0.2 | 1.1 | 4.1 | 1.0 | -141 | 25 | -5.6 | -15.8 | 28.6 | 20.0 | 65.0 | -4.04 | 37.9 | 35.3 |
Kam'Ren Rhodes
|
G | 8 | 14.5 | 2.8 | 1.1 | 1.4 | 0.4 | 0.0 | 1.1 | 4.8 | -0.2 | -37 | 6 | -6.2 | -14.9 | 21.1 | 21.4 | 33.3 | -1.35 | 26.2 | 25.0 |
Ella Wigal
|
G | 26 | 10.2 | 2.5 | 2.5 | 0.3 | 0.5 | 0.2 | 0.6 | 3.0 | 2.4 | -57 | 22 | -2.6 | -11.2 | 28.6 | 19.2 | 70.6 | -3.75 | 39.1 | 35.1 |
Teniesha Clarke
|
G | 11 | 12.4 | 1.7 | 1.0 | 0.6 | 0.6 | 0.0 | 1.9 | 2.5 | -0.4 | -35 | 8 | -4.4 | -14.1 | 22.2 | 16.7 | 62.5 | -1.35 | 31.1 | 25.9 |
Liisa Taponen
|
C | 25 | 11.6 | 1.6 | 1.9 | 0.4 | 0.1 | 0.2 | 0.6 | 1.2 | 2.3 | -94 | 20 | -4.7 | -15.5 | 46.7 | 0 | 91.7 | -2.88 | 55.3 | 46.7 |
Kailee Bransford
|
G | 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
2025-2026 Shot Zones
1854 located field-goal attempts in 31 games (ESPN). Each zone is coloured by the player with the largest share of the team's made-shot points there (left) and of its misses there (right).
Shaena BrewNi'Rah ClarkIzzy CallawayMonique MitchellLiz MurphyCorinne ReedMaddie VejsickyElla Wigal
| Zone | FGM-FGA | FG% | Pts | Top scorer | Runner-up | Most misses | Runner-up |
|---|---|---|---|---|---|---|---|
| Restricted area | 247-410 | 60.2 | 494 | Ni'Rah Clark 27% (132 pts) | Shaena Brew 16% (80 pts) | Corinne Reed 16% (26 misses) | Ni'Rah Clark 16% (26 misses) |
| Paint (non-RA) | 213-511 | 41.7 | 426 | Ni'Rah Clark 23% (96 pts) | Shaena Brew 19% (82 pts) | Ni'Rah Clark 21% (63 misses) | Shaena Brew 17% (50 misses) |
| Mid-range left | 16-43 | 37.2 | 32 | Izzy Callaway 44% (14 pts) | Monique Mitchell 19% (6 pts) | Izzy Callaway 26% (7 misses) | Keiryn McGuff 15% (4 misses) |
| Mid-range center | 20-48 | 41.7 | 40 | Shaena Brew 30% (12 pts) | Izzy Callaway 15% (6 pts) | Izzy Callaway 21% (6 misses) | Keiryn McGuff 14% (4 misses) |
| Mid-range right | 20-75 | 26.7 | 40 | Shaena Brew 45% (18 pts) | Izzy Callaway 15% (6 pts) | Shaena Brew 38% (21 misses) | Izzy Callaway 22% (12 misses) |
| Left corner 3 | 30-87 | 34.5 | 90 | Izzy Callaway 33% (30 pts) | Keiryn McGuff 17% (15 pts) | Monique Mitchell 37% (21 misses) | Izzy Callaway 18% (10 misses) |
| Right corner 3 | 22-75 | 29.3 | 66 | Monique Mitchell 32% (21 pts) | Izzy Callaway 18% (12 pts) | Maddie Vejsicky 23% (12 misses) | Monique Mitchell 17% (9 misses) |
| Above-break 3 left | 71-248 | 28.6 | 213 | Monique Mitchell 18% (39 pts) | Izzy Callaway 15% (33 pts) | Izzy Callaway 19% (33 misses) | Monique Mitchell 15% (26 misses) |
| Above-break 3 center | 43-121 | 35.5 | 129 | Liz Murphy 30% (39 pts) | Shaena Brew 19% (24 pts) | Liz Murphy 21% (16 misses) | Izzy Callaway 13% (10 misses) |
| Above-break 3 right | 70-236 | 29.7 | 210 | Izzy Callaway 29% (60 pts) | Liz Murphy 13% (27 pts) | Ella Wigal 16% (26 misses) | Liz Murphy 14% (23 misses) |