| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | HIFK | SMLIIGA-W | 22 | 17 | 20 | 37 | 1.682 | 0.6377 | 0.6377 | — | — |
| 2021-22 | HIFK | SMLIIGA-W | 21 | 15 | 27 | 42 | 2.000 | 0.7584 | 0.7584 | — | — |
| 2022-23 | HIFK | SMLIIGA-W | 31 | 32 | 50 | 82 | 2.645 | 1.0031 | 0.7959 | — | — |
| 2023-24 | HIFK | SMLIIGA-W | 24 | 30 | 41 | 71 | 2.958 | 1.1218 | 0.8551 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Clarkson | D1 | ECAC-W | — | 30 | 8 | 16 | 24 | 0.800 |
| 2018-19 | Clarkson | D1 | ECAC-W | — | 40 | 19 | 36 | 55 | 1.375 |
| 2017-18 | Clarkson | D1 | ECAC-W | — | 41 | 26 | 29 | 55 | 1.341 |
| 2016-17 | Clarkson | D1 | ECAC-W | — | 37 | 11 | 21 | 32 | 0.865 |
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.