| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Waterloo Black Hawks | USHL | 3 | 0 | 1 | 1 | 0.333 | 0.2049 | 0.2314 | 0.9820 | 1.1091 |
| 2019-20 | Waterloo Black Hawks | USHL | 36 | 1 | 6 | 7 | 0.194 | 0.1195 | 0.1195 | 0.5727 | 0.5727 |
| 2020-21 | Waterloo Black Hawks | USHL | 20 | 1 | 6 | 7 | 0.350 | 0.2151 | 0.2151 | 1.0312 | 1.0312 |
| 2021-22 | Waterloo Black Hawks | USHL | 51 | 15 | 30 | 45 | 0.882 | 0.5424 | 0.5309 | 2.5997 | 2.5448 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Arizona State | D1 | NCHC | — | 21 | 1 | 7 | 8 | 0.381 |
| 2024-25 | Miami | D1 | NCHC | SR | 28 | 4 | 16 | 20 | 0.714 |
| 2023-24 | Miami | D1 | NCHC | JR | 36 | 9 | 13 | 22 | 0.611 |
| 2022-23 | Miami | D1 | NCHC | SO | 29 | 9 | 5 | 14 | 0.483 |
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.