| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Wisconsin Whalers | NA3HL | 23 | 0 | 1 | 1 | 0.043 | 0.0052 | 0.0055 | 0.0137 | 0.0145 |
| 2017-18 | Wisconsin Whalers | NA3HL | 46 | 2 | 25 | 27 | 0.587 | 0.0707 | 0.0713 | 0.1854 | 0.1870 |
| 2018-19 | Wisconsin Whalers | NA3HL | 47 | 8 | 41 | 49 | 1.043 | 0.1256 | 0.1200 | 0.3294 | 0.3148 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Concordia | D3 | MIAC | GR | 15 | 0 | 1 | 1 | 0.067 |
| 2021-22 | Concordia Wisconsin | D3 | NCHA | JR | 15 | 0 | 1 | 1 | 0.067 |
| 2020-21 | Concordia | D3 | MIAC | SR | 20 | 0 | 0 | 0 | 0.000 |
| 2020-21 | Concordia Wisconsin | D3 | — | SO | 20 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Concordia | D3 | MIAC | JR | 25 | 0 | 5 | 5 | 0.200 |
| 2019-20 | Concordia Wisconsin | D3 | — | FR | 25 | 0 | 5 | 5 | 0.200 |
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.