| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Kiekko-Espoo | SMLIIGA-W | 17 | 1 | 3 | 4 | 0.235 | 0.0892 | 0.0892 | — | — |
| 2021-22 | Kiekko-Espoo | SMLIIGA-W | 22 | 8 | 10 | 18 | 0.818 | 0.3103 | 0.3103 | — | — |
| 2022-23 | Kiekko-Espoo | SMLIIGA-W | 35 | 17 | 13 | 30 | 0.857 | 0.3250 | 0.3250 | — | — |
| 2023-24 | Kiekko-Espoo | SMLIIGA-W | 31 | 11 | 37 | 48 | 1.548 | 0.5872 | 0.5872 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Mercyhurst | D1 | CHA-W | — | 33 | 9 | 22 | 31 | 0.939 |
| 2024-25 | Mercyhurst | D1 | CHA-W | — | 37 | 14 | 18 | 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.