| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | — | CAHS-W | 50 | 2 | 4 | 6 | 0.120 | 0.0431 | 0.0431 | — | — |
| 2021-22 | Ontario Hockey Acad Juniors | OWHL-U22 | 21 | 1 | 2 | 3 | 0.143 | 0.0500 | 0.0541 | — | — |
| 2023-24 | Notre Dame Hounds | SFMAAAHL-W | 20 | 0 | 3 | 3 | 0.150 | 0.0351 | 0.0334 | — | — |
| 2024-25 | Crystal Beach Academy U19 (W) | 19U-AAA-W | 30 | 11 | 7 | 18 | 0.600 | 0.2043 | 0.1920 | — | — |
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.