| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Grafton/Park River (N.D.) | USHS-MN | 4 | 3 | 3 | 6 | 1.500 | 0.1899 | 0.1899 | 0.3644 | 0.3644 |
| 2020-21 | Sheridan Hawks | NA3HL | 39 | 16 | 17 | 33 | 0.846 | 0.1062 | 0.1062 | 0.2671 | 0.2671 |
| 2021-22 | — | NA3HL | 47 | 19 | 30 | 49 | 1.043 | 0.1308 | 0.1229 | 0.3291 | 0.3092 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Concordia | D3 | MIAC | — | 2 | 0 | 0 | 0 | 0.000 |
| 2023-24 | Concordia (WI) | D3 | NCHA | SO | 2 | 0 | 0 | 0 | 0.000 |
| 2022-23 | Concordia | D3 | MIAC | — | 26 | 1 | 2 | 3 | 0.115 |
| 2022-23 | Concordia (WI) | D3 | NCHA | FR | 25 | 1 | 2 | 3 | 0.120 |
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.