| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Blake | USHS-MN | 29 | 2 | 2 | 4 | 0.138 | 0.0170 | 0.0170 | 0.0335 | 0.0335 |
| 2020-21 | Blake | USHS-MN | 18 | 6 | 2 | 8 | 0.444 | 0.0548 | 0.0548 | 0.1079 | 0.1079 |
| 2021-22 | Blake | USHS-MN | 27 | 14 | 14 | 28 | 1.037 | 0.1278 | 0.1278 | 0.2519 | 0.2519 |
| 2022-23 | Deerfield Academy | NE-Prep | 22 | 8 | 8 | 16 | 0.727 | 0.1403 | 0.1403 | 0.3328 | 0.3328 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Williams | D3 | NESCAC | SR | 7 | 0 | 1 | 1 | 0.143 |
| 2024-25 | Williams | D3 | NESCAC | JR | 23 | 0 | 4 | 4 | 0.174 |
| 2023-24 | Williams | D3 | NESCAC | SO | 1 | 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.