| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Kiekko-Espoo U20 | SM-Liiga-Jr | 22 | 4 | 3 | 7 | 0.318 | 0.1725 | 0.1965 | 0.4812 | 0.5482 |
| 2024-25 | Kiekko-Espoo U20 | SM-Liiga-Jr | 40 | 12 | 14 | 26 | 0.650 | 0.3523 | 0.3840 | 0.9830 | 1.0714 |
| 2025-26 | Kiekko-Espoo U20 | SM-Liiga-Jr | 36 | 16 | 18 | 34 | 0.944 | 0.5119 | 0.5325 | 1.4282 | 1.4856 |
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.