| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Connecticut RoughRiders | EHL | 31 | 15 | 14 | 29 | 0.935 | 0.2008 | 0.1976 | 0.4581 | 0.4508 |
| 2019-20 | Connecticut RoughRiders | EHL | 46 | 40 | 28 | 68 | 1.478 | 0.3172 | 0.3172 | 0.7239 | 0.7239 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Manhattanville | D3 | UCHC | SR | 20 | 13 | 9 | 22 | 1.100 |
| 2022-23 | Manhattanville | D3 | UCHC | JR | 24 | 12 | 7 | 19 | 0.792 |
| 2021-22 | Manhattanville | D3 | UCHC | SO | 25 | 8 | 9 | 17 | 0.680 |
| 2020-21 | Manhattanville | D3 | UCHC | FR | 4 | 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.