| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Kiekko-Espoo U20 | SM-Liiga-Jr | 37 | 12 | 23 | 35 | 0.946 | 0.5039 | 0.4860 | 1.3371 | 1.2896 |
| 2016-17 | Jokerit U20 | SM-Liiga-Jr | 47 | 15 | 26 | 41 | 0.872 | 0.4647 | 0.4503 | 1.2331 | 1.1949 |
| 2017-18 | — | NCDC | 46 | 12 | 25 | 37 | 0.804 | 0.2267 | 0.2102 | 0.6512 | 0.6039 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Manhattanville | D3 | UCHC | SR | 24 | 7 | 18 | 25 | 1.042 |
| 2020-21 | Manhattanville | D3 | UCHC | JR | 3 | 0 | 2 | 2 | 0.667 |
| 2019-20 | Manhattanville | D3 | UCHC | SO | 23 | 4 | 29 | 33 | 1.435 |
| 2018-19 | Manhattanville | D3 | UCHC | FR | 27 | 4 | 10 | 14 | 0.518 |
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.