| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Pursuit of Excellence | CSSHL-U18W | 28 | 24 | 34 | 58 | 2.071 | 0.4746 | 0.4746 | — | — |
| 2024-25 | Ottawa Charge | PWHL | 30 | 2 | 6 | 8 | 0.267 | — | — | — | — |
| 2025-26 | Seattle Torrent | PWHL | 30 | 7 | 9 | 16 | 0.533 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Colgate | D1 | ECAC-W | GR | 40 | 22 | 39 | 61 | 1.525 |
| 2022-23 | Colgate | D1 | ECAC-W | SR | 40 | 25 | 46 | 71 | 1.775 |
| 2021-22 | Colgate | D1 | ECAC-W | JR | 39 | 15 | 38 | 53 | 1.359 |
| 2020-21 | Colgate | D1 | ECAC-W | SO | 23 | 9 | 12 | 21 | 0.913 |
| 2019-20 | Colgate | D1 | ECAC-W | FR | 38 | 10 | 22 | 32 | 0.842 |
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.