| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Duluth East High | USHS-MN | 24 | 8 | 12 | 20 | 0.833 | 0.1055 | 0.1067 | 0.2024 | 0.2047 |
| 2015-16 | Chicago Steel | USHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2016-17 | — | NAHL | 53 | 3 | 8 | 11 | 0.207 | 0.0762 | 0.0791 | 0.2190 | 0.2275 |
| 2017-18 | Minnesota Wilderness | NAHL | 38 | 6 | 6 | 12 | 0.316 | 0.1160 | 0.1147 | 0.3333 | 0.3297 |
| 2018-19 | Minnesota Wilderness | NAHL | 54 | 4 | 10 | 14 | 0.259 | 0.0953 | 0.0900 | 0.2737 | 0.2585 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | St. Olaf | D3 | MIAC | SR | 21 | 3 | 4 | 7 | 0.333 |
| 2021-22 | St. Olaf | D3 | MIAC | JR | 26 | 6 | 8 | 14 | 0.538 |
| 2020-21 | St. Olaf | D1 | MIAC | SO | 2 | 0 | 1 | 1 | 0.500 |
| 2020-21 | St. Olaf | D3 | MIAC | SO | 2 | 0 | 1 | 1 | 0.500 |
| 2019-20 | St. Olaf | D1 | MIAC | FR | 20 | 1 | 6 | 7 | 0.350 |
| 2019-20 | St. Olaf | D3 | MIAC | FR | 20 | 1 | 6 | 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.