| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Team Kuortane | SMLIIGA-W | 16 | 4 | 5 | 9 | 0.562 | 0.2133 | 0.2133 | — | — |
| 2012-13 | Team Kuortane | SMLIIGA-W | 28 | 3 | 6 | 9 | 0.321 | 0.1219 | 0.1219 | — | — |
| 2013-14 | Team Kuortane | SMLIIGA-W | 26 | 4 | 5 | 9 | 0.346 | 0.1313 | 0.1313 | — | — |
| 2014-15 | KJT Haukat | SMLIIGA-W | 28 | 5 | 9 | 14 | 0.500 | 0.1896 | 0.1896 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | St. Cloud State | D1 | WCHA-W | SR | 37 | 1 | 1 | 2 | 0.054 |
| 2017-18 | St. Cloud State | D1 | WCHA-W | JR | 33 | 0 | 0 | 0 | 0.000 |
| 2016-17 | St. Cloud State | D1 | WCHA-W | SO | 34 | 0 | 3 | 3 | 0.088 |
| 2015-16 | St. Cloud State | D1 | WCHA-W | FR | 33 | 2 | 3 | 5 | 0.151 |
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.