| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | HIFK | SMLIIGA-W | 27 | 5 | 10 | 15 | 0.556 | 0.2107 | 0.2107 | — | — |
| 2021-22 | HIFK | SMLIIGA-W | 29 | 1 | 9 | 10 | 0.345 | 0.1307 | 0.1307 | — | — |
| 2022-23 | HIFK | SMLIIGA-W | 31 | 16 | 26 | 42 | 1.355 | 0.5137 | 0.5137 | — | — |
| 2023-24 | HIFK | SMLIIGA-W | 27 | 5 | 28 | 33 | 1.222 | 0.4635 | 0.4635 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Cloud State | D1 | WCHA-W | — | 31 | 1 | 8 | 9 | 0.290 |
| 2024-25 | St. Cloud State | D1 | WCHA-W | — | 32 | 2 | 3 | 5 | 0.156 |
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.