| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Stanstead College Varsity (W) | CAHS-W | 58 | 7 | 15 | 22 | 0.379 | 0.1361 | 0.1361 | — | — |
| 2020-21 | Stanstead College Varsity (W) | CAHS-W | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Stanstead College Varsity (W) | CAHS-W | 37 | 22 | 27 | 49 | 1.324 | 0.4752 | 0.4752 | — | — |
| 2022-23 | Stanstead College Varsity (W) | CAHS-W | 48 | 24 | 32 | 56 | 1.167 | 0.4186 | 0.4186 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Cornell | D1 | ECAC-W | — | 32 | 6 | 10 | 16 | 0.500 |
| 2024-25 | Cornell | D1 | ECAC-W | — | 34 | 1 | 3 | 4 | 0.118 |
| 2023-24 | Cornell | D1 | ECAC-W | — | 34 | 0 | 2 | 2 | 0.059 |
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.