| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Express Hockey Club | EHL | 39 | 5 | 3 | 8 | 0.205 | 0.0440 | 0.0451 | 0.1004 | 0.1030 |
| 2022-23 | Express Hockey Club | EHL | 44 | 7 | 7 | 14 | 0.318 | 0.0683 | 0.0665 | 0.1558 | 0.1517 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Wisconsin-Superior | D3 | WIAC | JR | 4 | 0 | 0 | 0 | 0.000 |
| 2024-25 | Wisconsin-Superior | D3 | WIAC | SO | 6 | 0 | 1 | 1 | 0.167 |
| 2023-24 | Wisconsin-Superior | D3 | WIAC | FR | 6 | 0 | 0 | 0 | 0.000 |
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.