| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Minnesota Outlaws | USPHL-Premier | 42 | 13 | 9 | 22 | 0.524 | 0.0591 | 0.0605 | 0.1778 | 0.1819 |
| 2019-20 | Minnesota Outlaws | USPHL-Premier | 44 | 18 | 15 | 33 | 0.750 | 0.0846 | 0.0846 | 0.2546 | 0.2546 |
| 2020-21 | Minnesota Outlaws | USPHL-Premier | 43 | 24 | 26 | 50 | 1.163 | 0.1312 | 0.1312 | 0.3948 | 0.3948 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Hamline | D3 | MIAC | SR | 18 | 1 | 0 | 1 | 0.056 |
| 2023-24 | Hamline | D3 | MIAC | JR | 19 | 3 | 4 | 7 | 0.368 |
| 2022-23 | Hamline | D3 | MIAC | SO | 22 | 1 | 2 | 3 | 0.136 |
| 2021-22 | Hamline | D3 | MIAC | FR | 4 | 0 | 2 | 2 | 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.