| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Melville Prairie Fire | SFMAAAHL-W | 28 | 3 | 9 | 12 | 0.429 | 0.1002 | 0.1002 | — | — |
| 2019-20 | Okanagan HA U18 Prep | CSSHL-U18W | 24 | 2 | 6 | 8 | 0.333 | 0.0764 | 0.0764 | — | — |
| 2020-21 | RINK HA Kelowna U18 Prep | CSSHL-U18W | 7 | 1 | 1 | 2 | 0.286 | 0.0655 | 0.0655 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | RIT | D1 | CHA-W | SR | 36 | 9 | 16 | 25 | 0.694 |
| 2023-24 | RIT | D1 | CHA-W | JR | 35 | 3 | 7 | 10 | 0.286 |
| 2022-23 | RIT | D1 | CHA-W | SO | 31 | 1 | 9 | 10 | 0.323 |
| 2021-22 | RIT | D1 | CHA-W | FR | 32 | 2 | 8 | 10 | 0.312 |
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.