| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Taft | NE-Prep | 19 | 3 | 11 | 14 | 0.737 | 0.1460 | 0.1460 | — | — |
| 2019-20 | Sioux City Musketeers | USHL | 42 | 7 | 21 | 28 | 0.667 | 0.3933 | 0.3933 | 2.0024 | 2.0024 |
| 2020-21 | Sioux City Musketeers | USHL | 50 | 4 | 11 | 15 | 0.300 | 0.1770 | 0.1770 | 0.9010 | 0.9010 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Harvard | D1 | ECAC | SR | 4 | 0 | 0 | 0 | 0.000 |
| 2023-24 | Harvard | D1 | ECAC | JR | 18 | 0 | 1 | 1 | 0.056 |
| 2022-23 | Harvard | D1 | ECAC | SO | 6 | 0 | 0 | 0 | 0.000 |
| 2021-22 | Harvard | D1 | ECAC | FR | 8 | 0 | 1 | 1 | 0.125 |
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.