| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Minot Minotauros | NAHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2017-18 | — | NAHL | 12 | 1 | 1 | 2 | 0.167 | 0.0619 | 0.0610 | 0.1765 | 0.1739 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Hamline | D3 | MIAC | SR | 26 | 7 | 9 | 16 | 0.615 |
| 2020-21 | Hamline | D3 | MIAC | JR | 6 | 2 | 2 | 4 | 0.667 |
| 2019-20 | Hamline | D3 | MIAC | SO | 12 | 1 | 4 | 5 | 0.417 |
| 2018-19 | Hamline | D3 | MIAC | FR | 21 | 3 | 1 | 4 | 0.191 |
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.