| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Philadelphia Revolution | EHL | 48 | 20 | 29 | 49 | 1.021 | 0.2191 | 0.2179 | 0.4999 | 0.4971 |
| 2018-19 | Philadelphia Revolution | EHL | 34 | 16 | 38 | 54 | 1.588 | 0.3408 | 0.3218 | 0.7777 | 0.7343 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Trine | D3 | NCHA | SR | 28 | 4 | 12 | 16 | 0.571 |
| 2021-22 | Trine | D3 | NCHA | JR | 28 | 8 | 12 | 20 | 0.714 |
| 2020-21 | Trine | D3 | NCHA | SO | 14 | 3 | 7 | 10 | 0.714 |
| 2019-20 | Trine | D3 | NCHA | FR | 28 | 6 | 12 | 18 | 0.643 |
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.