| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Team Kuortane | SMLIIGA-W | 26 | 7 | 7 | 14 | 0.538 | 0.2042 | 0.2042 | — | — |
| 2019-20 | Team Kuortane | SMLIIGA-W | 25 | 7 | 14 | 21 | 0.840 | 0.3185 | 0.3185 | — | — |
| 2020-21 | Team Kuortane | SMLIIGA-W | 13 | 11 | 9 | 20 | 1.538 | 0.5834 | 0.5834 | — | — |
| 2021-22 | Team Kuortane | SMLIIGA-W | 22 | 16 | 13 | 29 | 1.318 | 0.4999 | 0.4999 | — | — |
| 2022-23 | Team Kuortane | SMLIIGA-W | 14 | 10 | 8 | 18 | 1.286 | 0.4875 | 0.4875 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Cloud State | D1 | WCHA-W | — | 36 | 16 | 10 | 26 | 0.722 |
| 2024-25 | St. Cloud State | D1 | WCHA-W | — | 36 | 11 | 9 | 20 | 0.556 |
| 2023-24 | St. Cloud State | D1 | WCHA-W | — | 36 | 1 | 7 | 8 | 0.222 |
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.