| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Minnesota Wilderness | NAHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2014-15 | Minnesota Wilderness | NAHL | 51 | 23 | 22 | 45 | 0.882 | 0.3242 | 0.3244 | 0.9314 | 0.9319 |
| 2015-16 | Minnesota Wilderness | NAHL | 26 | 15 | 17 | 32 | 1.231 | 0.4522 | 0.4324 | 1.2991 | 1.2422 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Alaska Fairbanks | D1 | WCHA | SR | 36 | 8 | 11 | 19 | 0.528 |
| 2018-19 | Alaska Fairbanks | D1 | WCHA | JR | 33 | 6 | 5 | 11 | 0.333 |
| 2017-18 | Alaska Fairbanks | D1 | WCHA | SO | 27 | 8 | 4 | 12 | 0.444 |
| 2016-17 | Alaska Fairbanks | D1 | WCHA | FR | 35 | 4 | 10 | 14 | 0.400 |
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.