Kayla Williams
Team: Northern Arizona Lumberjacks
Position: F
Season Averages — 2025-2026
ESPN · NCAAW · completed source game rows, all recorded phases (including special games). Coverage reflects stored source games. Source phase breakdown: 29 unknown phase. These are not regular-season totals.
| GP | MPG | PPG | RPG | APG | SPG | BPG | TO | FGA | Numbers | FG% | 3P% | FT% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29 | 12.4 | 6.1 | 2.7 | 0.5 | 0.3 | 0.1 | 1.1 | 3.9 | 4.8 | 52.2% | 44.4% | 81.5% |
Plus/minus sample — 2025-2026: 26 games, 341.8 minutes, 1211.7 possessions. Other models may cover a different set of games.
Advanced Stats
Legacy model artifacts; separate from the counting cohort. Model output season: 2025-2026. Plus/minus scope: 26 games.
| RAPM | Rank | Minutes | Possessions | Model PM | Model PM/G | Model PM/40 |
|---|---|---|---|---|---|---|
| -1.01 | 2294 | 341 | 1211 | -40 | -1.5 | -4.7 |
RAPM = Regularized Adjusted Plus-Minus (points per 100 possessions above average)
Model Outputs — 2025-2026
CatalogOutput is shown as model rating with league rank in parentheses when available.
| Model | Output | Notes |
|---|---|---|
| RAPM Overall RAPM Overall Single-parameter regularized adjusted plus-minus estimate. More → | -1.01 (#2294) | SE 2.63 | Poss 1212 |
| RAPM Off/Def RAPM Off/Def Simultaneous offensive and defensive RAPM decomposition. More → | -1.01 (#2294) | Off -0.35 | Def -0.66 |
| Plus/Minus Rate Plus/Minus Rate Raw plus/minus rate baseline per 100 possessions. More → | -3.30 (#3057) | PM/G -1.5 | PM/40 -4.7 |
| Player Vector 2D Player Vector 2D Low-dimensional player embedding model with lineup composition and interaction effects. More → | 5.912 (#1272) | Vec (-0.11, +2.01) | Norm 2.01 |
| Points For Elo Points For Elo Online player rating for contribution to team scoring rate. More → | -0.54 (#2946) | Pts For -0.54 | Prevent -0.91 | Net -1.45 | Min 354 |
| Points Prevention Elo Points Prevention Elo Online player rating for suppressing the opponent's scoring rate. More → | -0.91 (#3571) | Pts For -0.54 | Prevent -0.91 | Net -1.45 | Min 354 |
| Points Net Elo Points Net Elo Net point-differential event Elo from points created plus points prevented. More → | -1.45 (#3379) | Pts For -0.54 | Prevent -0.91 | Net -1.45 | Min 354 |
| Rebounds For Elo Rebounds For Elo superseded Online player rating for contribution to team rebound rate. More → | -0.21 (#2976) | Reb For -0.21 | Prevent -0.50 | Net -0.72 | Min 354 |
| Rebound Prevention Elo Rebound Prevention Elo superseded Online player rating for suppressing the opponent's rebound rate. More → | -0.50 (#3553) | Reb For -0.21 | Prevent -0.50 | Net -0.72 | Min 354 |
| Offensive Rebounds For Elo Offensive Rebounds For Elo superseded Online player rating for contribution to own-team offensive rebounds. More → | -0.16 (#3013) | OReb For -0.16 | Prevent -0.30 | Net -0.46 | Min 354 |
| Offensive Rebound Prevention Elo Offensive Rebound Prevention Elo superseded Online player rating for preventing opponent offensive rebounds. More → | -0.30 (#3662) | OReb For -0.16 | Prevent -0.30 | Net -0.46 | Min 354 |
| Offensive Rebound Net Elo Offensive Rebound Net Elo superseded Net offensive-rebound event Elo from second chances created plus denied. More → | -0.46 (#3534) | OReb For -0.16 | Prevent -0.30 | Net -0.46 | Min 354 |
| Defensive Rebounds For Elo Defensive Rebounds For Elo superseded Online player rating for contribution to own-team defensive rebounds. More → | -0.05 (#2472) | DReb For -0.05 | Prevent -0.21 | Net -0.26 | Min 354 |
| Defensive Rebound Prevention Elo Defensive Rebound Prevention Elo superseded Online player rating for suppressing opponent defensive rebounds. More → | -0.21 (#3080) | DReb For -0.05 | Prevent -0.21 | Net -0.26 | Min 354 |
| Defensive Rebound Net Elo Defensive Rebound Net Elo superseded Net defensive-rebound event Elo from defensive boards created plus denied. More → | -0.26 (#2997) | DReb For -0.05 | Prevent -0.21 | Net -0.26 | Min 354 |
| Rebound Margin Elo Rebound Margin Elo superseded Net rebound-margin event Elo from rebounds created plus rebounds prevented. More → | -0.72 (#3393) | Reb For -0.21 | Prevent -0.50 | Net -0.72 | Min 354 |
| Assists For Elo Assists For Elo Online player rating for contribution to team assist rate. More → | -0.32 (#3297) | Ast For -0.32 | Prevent -0.27 | Net -0.59 | Min 354 |
| Assist Prevention Elo Assist Prevention Elo Online player rating for suppressing the opponent's assist rate. More → | -0.27 (#3382) | Ast For -0.32 | Prevent -0.27 | Net -0.59 | Min 354 |
| Assists Net Elo Assists Net Elo Net assist event Elo from assisted creation plus assisted-shot prevention. More → | -0.59 (#3582) | Ast For -0.32 | Prevent -0.27 | Net -0.59 | Min 354 |
| Threes For Elo Threes For Elo Online player rating for contribution to team made-threes rate. More → | -0.14 (#2972) | 3PM For -0.14 | Prevent -0.23 | Net -0.36 | Min 354 |
| Three Prevention Elo Three Prevention Elo Online player rating for suppressing the opponent's made-threes rate. More → | -0.23 (#3649) | 3PM For -0.14 | Prevent -0.23 | Net -0.36 | Min 354 |
| Threes Net Elo Threes Net Elo Net made-three event Elo from threes created plus threes prevented. More → | -0.36 (#3555) | 3PM For -0.14 | Prevent -0.23 | Net -0.36 | Min 354 |
| Stocks For Elo Stocks For Elo Online player rating for contribution to team steals-plus-blocks rate. More → | +0.04 (#1883) | Stocks For +0.04 | Prevent -0.37 | Net -0.34 | Min 354 |
| Stocks Prevention Elo Stocks Prevention Elo Online player rating for suppressing opponent stocks. More → | -0.37 (#3792) | Stocks For +0.04 | Prevent -0.37 | Net -0.34 | Min 354 |
| Stocks Net Elo Stocks Net Elo Net stocks event Elo from stocks created plus stocks denied. More → | -0.34 (#3238) | Stocks For +0.04 | Prevent -0.37 | Net -0.34 | Min 354 |
| Ball Security Elo Ball Security Elo Online player rating for keeping own-team turnovers down. More → | -0.07 (#2605) | TOV For -0.07 | Prevent -0.17 | Net -0.24 | Min 354 |
| Turnover Force Elo Turnover Force Elo Online player rating for forcing opponent turnovers. More → | -0.17 (#2811) | TOV For -0.07 | Prevent -0.17 | Net -0.24 | Min 354 |
| Turnover Margin Elo Turnover Margin Elo Net turnover event Elo from ball security plus turnover force. More → | -0.24 (#2927) | TOV For -0.07 | Prevent -0.17 | Net -0.24 | Min 354 |
Shot Chart — 2025-2026
59/113 FG (52.2%), 134 points from the field · ESPN shot locations · compared with the 2025-2026 league average
| Zone | FGM | FGA | FG% | League FG% | +/- | % of FGA |
|---|---|---|---|---|---|---|
| Restricted area | 23 | 33 | 69.7 | 58.6 | +11.1 | 29.2 |
| Paint (non-RA) | 19 | 37 | 51.4 | 40.9 | +10.5 | 32.7 |
| Mid-range left | 0 | 1 | 0.0 | 32.4 | -32.4 | 0.9 |
| Mid-range center | 1 | 2 | 50.0 | 35.8 | +14.2 | 1.8 |
| Mid-range right | 0 | 4 | 0.0 | 31.8 | -31.8 | 3.5 |
| Left corner 3 | 0 | 1 | 0.0 | 33.0 | -33.0 | 0.9 |
| Right corner 3 | 0 | 1 | 0.0 | 32.6 | -32.6 | 0.9 |
| Above-break 3 left | 3 | 6 | 50.0 | 30.7 | +19.3 | 5.3 |
| Above-break 3 center | 6 | 14 | 42.9 | 30.4 | +12.5 | 12.4 |
| Above-break 3 right | 7 | 14 | 50.0 | 30.9 | +19.1 | 12.4 |
Career Stats
ESPN · NCAAW · completed source game rows, all recorded phases (including special games). Coverage reflects stored source games. Source phase breakdown: 29 unknown phase. These are not regular-season totals. Other career leagues are available through the league links above.
| Season | League | Team | GP | MIN | PTS | REB | AST | STL | BLK | TO | FGA | Numbers | FG% | 3P% | FT% | TS% | eFG% |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2025-2026 | NCAAW | Northern Arizona Lumberjacks | 29 | 12.4 | 6.1 | 2.7 | 0.5 | 0.3 | 0.1 | 1.1 | 3.9 | 4.8 | 52.2% | 44.4% | 81.5% | 65.1 | 59.3 |
| 2024-2025 | NCAAW | Texas A&M-Texarkana Eagles | 1 | 26.0 | 12.0 | 5.0 | 3.0 | 0.0 | 0.0 | 3.0 | 7.0 | 10.0 | 71.4% | 100.0% | 0.0% | 80.6 | 85.7 |
| 2023-2024 | NCAAW | Texas A&M-Texarkana Eagles | 1 | 30.0 | 9.0 | 2.0 | 1.0 | 0.0 | 0.0 | 3.0 | 10.0 | -1.0 | 30.0% | 20.0% | 100.0% | 41.4 | 35.0 |
Advanced: Numbers = PTS+REB+AST+STL+BLK-TO-FGA, TS% = True Shooting, eFG% = Effective FG
Game Log
ESPN · NCAAW · completed source game rows, all recorded phases (including special games). Coverage reflects stored source games. Source phase breakdown: 29 unknown phase. These are not regular-season totals.
| Date | Vs/At | Opponent | Result | Score | MIN | FG | 3PT | FT | REB | AST | STL | BLK | TO | PTS | Numbers | RAPM GS |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2026-03-07 | vs | Montana Lady Griz | L | 60-61 | 10 | 0-1 | 0-0 | 0-2 | 2 | 0 | 1 | 0 | 0 | 0 | 2.0 | - |
| 2026-03-02 | @ | Montana State Bobcat | L | 48-68 | 25 | 2-6 | 0-2 | 0-2 | 7 | 2 | 0 | 0 | 5 | 4 | 2.0 | - |
| 2026-02-28 | @ | Eastern Washington E | L | 61-81 | 33 | 9-12 | 2-3 | 4-4 | 10 | 1 | 1 | 1 | 2 | 24 | 23.0 | - |
| 2026-02-26 | vs | Idaho Vandals | L | 57-85 | 11 | 1-4 | 0-3 | 2-2 | 5 | 0 | 1 | 0 | 1 | 4 | 5.0 | - |
| 2026-02-21 | vs | Northern Colorado Be | L | 53-81 | 25 | 2-8 | 1-3 | 5-6 | 4 | 0 | 2 | 1 | 0 | 10 | 9.0 | - |
| 2026-02-14 | @ | Sacramento State Hor | W | 60-55 | 30 | 6-9 | 2-2 | 3-3 | 2 | 1 | 1 | 0 | 3 | 17 | 9.0 | - |
| 2026-02-12 | @ | Portland State Vikin | W | 88-80 | 33 | 9-15 | 2-4 | 4-5 | 8 | 2 | 1 | 2 | 3 | 24 | 19.0 | - |
| 2026-02-07 | vs | Weber State Wildcats | W | 73-65 | 15 | 0-1 | 0-1 | 2-2 | 1 | 2 | 1 | 0 | 2 | 2 | 3.0 | - |
| 2026-02-05 | vs | Idaho State Bengals | L | 70-79 | 23 | 3-7 | 0-1 | 7-9 | 4 | 2 | 0 | 0 | 2 | 13 | 10.0 | - |
| 2026-01-31 | @ | Idaho Vandals | L | 71-94 | 17 | 3-5 | 3-4 | 3-4 | 3 | 0 | 0 | 0 | 2 | 12 | 8.0 | - |
| 2026-01-29 | vs | Eastern Washington E | L | 87-93 | 30 | 10-12 | 3-4 | 9-9 | 3 | 1 | 0 | 0 | 0 | 32 | 24.0 | - |
| 2026-01-24 | @ | Northern Colorado Be | L | 59-72 | 8 | 1-1 | 0-0 | 0-0 | 1 | 0 | 0 | 0 | 0 | 2 | 2.0 | - |
| 2026-01-19 | @ | Montana Lady Griz | L | 72-76 | 2 | 0-1 | 0-0 | 0-0 | 0 | 0 | 0 | 0 | 0 | 0 | -1.0 | - |
| 2026-01-17 | vs | Portland State Vikin | W | 80-68 | 6 | 1-3 | 0-0 | 0-0 | 3 | 0 | 0 | 0 | 0 | 2 | 2.0 | - |
| 2026-01-15 | vs | Sacramento State Hor | L | 59-78 | 5 | 0-3 | 0-0 | 1-2 | 1 | 0 | 0 | 0 | 0 | 1 | -1.0 | - |
| 2026-01-10 | @ | Idaho State Bengals | L | 46-59 | 7 | 0-1 | 0-0 | 0-0 | 1 | 0 | 0 | 0 | 0 | 0 | 0.0 | - |
| 2026-01-08 | @ | Weber State Wildcats | W | 71-58 | 4 | 0-1 | 0-1 | 0-0 | 2 | 1 | 0 | 0 | 1 | 0 | 1.0 | - |
| 2026-01-03 | vs | Montana State Bobcat | L | 65-82 | 13 | 2-5 | 1-3 | 2-2 | 7 | 0 | 0 | 0 | 1 | 7 | 8.0 | - |
| 2025-12-20 | @ | UC San Diego Tritons | W | 71-68 | 4 | 0-0 | 0-0 | 0-0 | 2 | 0 | 0 | 0 | 1 | 0 | 1.0 | - |
| 2025-12-18 | @ | Cal State Northridge | W | 77-56 | 3 | 0-0 | 0-0 | 0-0 | 0 | 0 | 0 | 0 | 3 | 0 | -3.0 | - |
| 2025-12-15 | vs | Park University Gilb | W | 95-53 | 7 | 0-1 | 0-0 | 0-0 | 1 | 0 | 0 | 0 | 1 | 0 | -1.0 | - |
| 2025-12-06 | vs | South Dakota State J | L | 72-88 | 3 | 0-0 | 0-0 | 0-0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | - |
| 2025-12-03 | @ | St. Thomas Tommies | L | 66-74 | 6 | 0-0 | 0-0 | 0-0 | 0 | 1 | 0 | 0 | 2 | 0 | -1.0 | - |
| 2025-11-28 | vs | Creighton Bluejays | L | 62-86 | 12 | 3-5 | 0-1 | 0-0 | 1 | 0 | 0 | 0 | 1 | 6 | 1.0 | - |
| 2025-11-26 | vs | Northern Iowa Panthe | L | 60-79 | 17 | 6-11 | 2-4 | 2-2 | 8 | 0 | 0 | 0 | 1 | 16 | 12.0 | - |
| 2025-11-19 | vs | Pepperdine Waves | L | 74-80 | 1 | 0-0 | 0-0 | 0-0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | - |
| 2025-11-11 | vs | Embry Riddle (AZ) Ea | W | 100-59 | 5 | 1-1 | 0-0 | 0-0 | 0 | 1 | 1 | 0 | 0 | 2 | 3.0 | - |
| 2025-11-08 | @ | Utah Tech Trailblaze | L | 73-78 | 2 | 0-0 | 0-0 | 0-0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | - |
| 2025-11-03 | @ | New Mexico Lobos | L | 59-77 | 3 | 0-0 | 0-0 | 0-0 | 1 | 0 | 0 | 0 | 0 | 0 | 1.0 | - |