| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Kenai River Brown Bears | NAHL | 9 | 0 | 1 | 1 | 0.111 | 0.0413 | 0.0427 | 0.1176 | 0.1215 |
| 2016-17 | Great Falls Americans | NA3HL | 47 | 20 | 46 | 66 | 1.404 | 0.1692 | 0.1567 | 0.4436 | 0.4109 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Aurora | D3 | NCHA | SR | 9 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Aurora | D3 | NCHA | JR | 27 | 1 | 11 | 12 | 0.444 |
| 2018-19 | Aurora | D3 | NCHA | SO | 27 | 1 | 1 | 2 | 0.074 |
| 2017-18 | Aurora | D3 | NCHA | FR | 25 | 1 | 6 | 7 | 0.280 |
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.