| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Coulee Region Chill | NA3HL | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2016-17 | Coulee Region Chill | NAHL | 31 | 2 | 2 | 4 | 0.129 | 0.0479 | 0.0483 | 0.1366 | 0.1377 |
| 2017-18 | Coulee Region Chill | NAHL | 56 | 10 | 10 | 20 | 0.357 | 0.1326 | 0.1271 | 0.3781 | 0.3625 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Gustavus Adolphus | D3 | MIAC | SR | 26 | 4 | 6 | 10 | 0.385 |
| 2020-21 | Gustavus Adolphus | D3 | MIAC | JR | 4 | 1 | 1 | 2 | 0.500 |
| 2019-20 | Gustavus Adolphus | D3 | MIAC | SO | 26 | 7 | 9 | 16 | 0.615 |
| 2018-19 | Gustavus Adolphus | D3 | MIAC | FR | 20 | 5 | 2 | 7 | 0.350 |
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.