| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Benilde-St. Margaret's | USHS-MN | 15 | 4 | 4 | 8 | 0.533 | 0.0675 | 0.0675 | 0.1295 | 0.1295 |
| 2023-24 | Lincoln Stars | USHL | 2 | 0 | 1 | 1 | 0.500 | 0.2949 | 0.3257 | 1.5017 | 1.6588 |
| 2024-25 | Sherwood Park Crusaders | BCHL | 51 | 29 | 30 | 59 | 1.157 | 0.4458 | 0.4816 | 1.6836 | 1.8189 |
| 2025-26 | Edmonton Oil Kings | WHL | 64 | 25 | 21 | 46 | 0.719 | 0.3497 | 0.3507 | 1.7637 | 1.7685 |
How to read this: NCAAe and D3e factors convert a player's junior PPG into expected NCAA scoring at the D1 or D3 level. Harder conferences → lower projected PPG for the same player. A strong junior player (e.g. USHL 0.90 PPG) will project much higher in NESCAC than Big Ten because the D3 scoring environment is lower-difficulty.
Strength factor: conferences above 1.0 are harder than average; below 1.0 are easier. The formula is: Base NCAAe PPG ÷ Conference Strength = Projected PPG.