| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Connecticut RoughRiders | EHL | 48 | 9 | 29 | 38 | 0.792 | 0.1699 | 0.1678 | 0.3877 | 0.3830 |
| 2018-19 | Connecticut RoughRiders | EHL | 39 | 12 | 30 | 42 | 1.077 | 0.2311 | 0.2167 | 0.5274 | 0.4946 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Manhattanville | D3 | UCHC | SR | 23 | 4 | 7 | 11 | 0.478 |
| 2021-22 | Manhattanville | D3 | UCHC | JR | 24 | 3 | 7 | 10 | 0.417 |
| 2020-21 | Manhattanville | D3 | UCHC | SO | 3 | 1 | 0 | 1 | 0.333 |
| 2019-20 | Manhattanville | D3 | UCHC | FR | 21 | 2 | 5 | 7 | 0.333 |
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.