| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Stanstead College Varsity (W) | CAHS-W | 54 | 22 | 15 | 37 | 0.685 | 0.2458 | 0.2458 | — | — |
| 2020-21 | Stanstead College Varsity (W) | CAHS-W | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Stanstead College Varsity (W) | CAHS-W | 33 | 17 | 26 | 43 | 1.303 | 0.4675 | 0.4675 | — | — |
| 2022-23 | Stanstead College Varsity (W) | CAHS-W | 47 | 43 | 23 | 66 | 1.404 | 0.5039 | 0.5039 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Cornell | D1 | ECAC-W | — | 33 | 11 | 13 | 24 | 0.727 |
| 2024-25 | Cornell | D1 | ECAC-W | — | 31 | 11 | 9 | 20 | 0.645 |
| 2023-24 | Cornell | D1 | ECAC-W | — | 34 | 11 | 13 | 24 | 0.706 |
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.