| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Drayton Valley Thunder | AJHL | 57 | 3 | 7 | 10 | 0.175 | 0.0588 | 0.0592 | 0.1626 | 0.1637 |
| 2019-20 | Drayton Valley Thunder | AJHL | 44 | 6 | 9 | 15 | 0.341 | 0.1143 | 0.1143 | 0.3159 | 0.3159 |
| 2020-21 | Drayton Valley Thunder | AJHL | 15 | 6 | 3 | 9 | 0.600 | 0.2012 | 0.2012 | 0.5561 | 0.5561 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Neumann | D3 | MAC | GR | 25 | 2 | 4 | 6 | 0.240 |
| 2024-25 | Neumann | D3 | MAC | SR | 26 | 4 | 3 | 7 | 0.269 |
| 2023-24 | Neumann | D3 | MAC | JR | 7 | 1 | 1 | 2 | 0.286 |
| 2022-23 | Neumann | D3 | MAC | SO | 1 | 0 | 1 | 1 | 1.000 |
| 2021-22 | Neumann | D3 | MAC | FR | 20 | 3 | 5 | 8 | 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.