| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Minnetonka High | USHS-MN | 25 | 5 | 7 | 12 | 0.480 | 0.0608 | 0.0582 | 0.1166 | 0.1116 |
| 2015-16 | Bismarck Bobcats | NAHL | 49 | 2 | 11 | 13 | 0.265 | 0.0975 | 0.1013 | 0.2800 | 0.2909 |
| 2016-17 | — | NAHL | 50 | 5 | 13 | 18 | 0.360 | 0.1323 | 0.1303 | 0.3800 | 0.3742 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Amherst | D3 | NESCAC | — | 24 | 3 | 12 | 15 | 0.625 |
| 2019-20 | Amherst | D3 | NESCAC | SR | 24 | 5 | 10 | 15 | 0.625 |
| 2018-19 | Amherst | D3 | NESCAC | JR | 24 | 3 | 9 | 12 | 0.500 |
| 2017-18 | Amherst | D3 | NESCAC | SO | 24 | 2 | 2 | 4 | 0.167 |
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.