| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Philadelphia Jr. Flyers | EHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2016-17 | Philadelphia Revolution | EHL | 14 | 0 | 4 | 4 | 0.286 | 0.0613 | 0.0646 | 0.1399 | 0.1474 |
| 2017-18 | Philadelphia Revolution | EHL | 44 | 16 | 22 | 38 | 0.864 | 0.1853 | 0.1850 | 0.4229 | 0.4221 |
| 2018-19 | Philadelphia Revolution | EHL | 43 | 21 | 19 | 40 | 0.930 | 0.1996 | 0.1892 | 0.4555 | 0.4318 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Manhattanville | D3 | UCHC | GR | 26 | 3 | 3 | 6 | 0.231 |
| 2022-23 | Manhattanville | D3 | UCHC | SR | 23 | 1 | 5 | 6 | 0.261 |
| 2021-22 | Manhattanville | D3 | UCHC | JR | 21 | 1 | 2 | 3 | 0.143 |
| 2020-21 | Manhattanville | D3 | UCHC | SO | 2 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Manhattanville | D3 | UCHC | FR | 25 | 5 | 9 | 14 | 0.560 |
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.