| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | AIK U20 | SHL-J20 | 36 | 3 | 5 | 8 | 0.222 | 0.1240 | 0.1241 | 0.3202 | 0.3206 |
| 2013-14 | Northern Cyclones | EHL | 42 | 7 | 12 | 19 | 0.452 | 0.0971 | 0.0963 | 0.2215 | 0.2197 |
| 2014-15 | Northern Cyclones | EHL | 41 | 16 | 23 | 39 | 0.951 | 0.2041 | 0.1929 | 0.4658 | 0.4402 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Manhattanville | D3 | UCHC | SR | 29 | 7 | 13 | 20 | 0.690 |
| 2017-18 | Manhattanville | D3 | UCHC | JR | 26 | 3 | 13 | 16 | 0.615 |
| 2016-17 | Manhattanville | D3 | UCHC | SO | 15 | 0 | 2 | 2 | 0.133 |
| 2015-16 | Manhattanville | D3 | UCHC | FR | 10 | 4 | 1 | 5 | 0.500 |
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.