| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Northwest Express | USPHL-Premier | 26 | 1 | 5 | 6 | 0.231 | 0.0302 | 0.0302 | 0.0783 | 0.0783 |
| 2020-21 | Northwest Express | USPHL-Premier | 37 | 4 | 26 | 30 | 0.811 | 0.1061 | 0.1061 | 0.2752 | 0.2752 |
| 2021-22 | Northwest Express | USPHL-Premier | 43 | 5 | 26 | 31 | 0.721 | 0.0943 | 0.0932 | 0.2447 | 0.2418 |
| 2022-23 | Northwest Express | USPHL-Premier | 44 | 5 | 35 | 40 | 0.909 | 0.1189 | 0.1116 | 0.3085 | 0.2896 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Hamline | D3 | MIAC | — | 0 | 0 | 0 | 0 | 0.000 |
| 2023-24 | Hamline | D3 | MIAC | — | 0 | 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.