| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Aurora Tigers | OJHL | 42 | 8 | 7 | 15 | 0.357 | 0.0998 | 0.0946 | 0.2464 | 0.2337 |
| 2017-18 | Stouffville Spirit | OJHL | 24 | 7 | 10 | 17 | 0.708 | 0.1979 | 0.1781 | 0.4888 | 0.4400 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Concordia | D3 | MIAC | GR | 21 | 3 | 5 | 8 | 0.381 |
| 2020-21 | Concordia Wisconsin | D3 | — | JR | 21 | 3 | 5 | 8 | 0.381 |
| 2019-20 | Concordia | D3 | MIAC | SR | 20 | 2 | 4 | 6 | 0.300 |
| 2019-20 | Concordia Wisconsin | D3 | — | SO | 20 | 2 | 4 | 6 | 0.300 |
| 2018-19 | Concordia | D3 | MIAC | JR | 23 | 7 | 4 | 11 | 0.478 |
| 2018-19 | Concordia Wisconsin | D3 | — | FR | 23 | 7 | 4 | 11 | 0.478 |
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.