| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | New York Apple Core | EHL | 43 | 15 | 28 | 43 | 1.000 | 0.3519 | 0.3876 | 0.4903 | 0.5400 |
| 2015-16 | New York Bobcats | EHL | 35 | 14 | 26 | 40 | 1.143 | 0.4022 | 0.4253 | 0.5604 | 0.5926 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Manhattanville | D1 | — | SR | 22 | 19 | 11 | 30 | 1.364 |
| 2019-20 | Manhattanville | D3 | UCHC | SR | 22 | 19 | 11 | 30 | 1.364 |
| 2018-19 | Manhattanville | D1 | — | JR | 31 | 10 | 16 | 26 | 0.839 |
| 2018-19 | Manhattanville | D3 | UCHC | JR | 31 | 10 | 16 | 26 | 0.839 |
| 2017-18 | Manhattanville | D3 | UCHC | SO | 25 | 4 | 12 | 16 | 0.640 |
| 2016-17 | Manhattanville | D3 | UCHC | FR | 8 | 0 | 5 | 5 | 0.625 |
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.