| 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 | 0.2243 | 0.2133 | 0.2024 | 0.1925 |
| 2015-16 | Minnesota Wilderness | NAHL | 44 | 3 | 12 | 15 | 0.341 | 0.1266 | 0.1307 | 0.9988 | 0.9973 |
| 2016-17 | Minnesota Wilderness | NAHL | 40 | 8 | 6 | 14 | 0.350 | 0.1300 | 0.1272 | — | — |
| 2017-18 | Minnesota Wilderness | NAHL | 58 | 12 | 15 | 27 | 0.466 | 0.1728 | 0.1605 | 0.4929 | 0.4579 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Williams | D3 | NESCAC | — | 21 | 2 | 4 | 6 | 0.286 |
| 2019-20 | Williams | D3 | NESCAC | SO | 25 | 11 | 5 | 16 | 0.640 |
| 2018-19 | Williams | D3 | NESCAC | FR | 25 | 10 | 4 | 14 | 0.560 |
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.