| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Calgary Edge School U18 Prep | CSSHL-U18W | 28 | 7 | 3 | 10 | 0.357 | 0.0818 | 0.0818 | — | — |
| 2019-20 | Calgary Edge School U18 Prep | CSSHL-U18W | 24 | 7 | 15 | 22 | 0.917 | 0.2100 | 0.2100 | — | — |
| 2020-21 | Calgary Edge School U18 Prep | CSSHL-U18W | 3 | 2 | 3 | 5 | 1.667 | 0.3818 | 0.3818 | — | — |
| 2021-22 | Stanstead College Varsity (W) | CAHS-W | 34 | 17 | 36 | 53 | 1.559 | 0.5593 | 0.5593 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Yale | D1 | ECAC-W | SR | 36 | 9 | 18 | 27 | 0.750 |
| 2024-25 | Yale | D1 | ECAC-W | JR | 31 | 4 | 7 | 11 | 0.355 |
| 2023-24 | Yale | D1 | ECAC-W | SO | 32 | 6 | 9 | 15 | 0.469 |
| 2022-23 | Yale | D1 | ECAC-W | FR | 24 | 0 | 5 | 5 | 0.208 |
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.