| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Philadelphia Little Flyers | EHL | 32 | 5 | 5 | 10 | 0.312 | 0.0671 | 0.0712 | 0.1530 | 0.1623 |
| 2016-17 | Valley Jr. Warriors | EHL | 44 | 12 | 11 | 23 | 0.523 | 0.1122 | 0.1139 | 0.2560 | 0.2600 |
| 2017-18 | Potomac Patriots | USPHL-Premier | 44 | 22 | 26 | 48 | 1.091 | 0.1468 | 0.1384 | 0.3713 | 0.3500 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Stevenson | D3 | MAC | SR | 24 | 9 | 8 | 17 | 0.708 |
| 2020-21 | Stevenson | D3 | MAC | JR | 16 | 7 | 3 | 10 | 0.625 |
| 2019-20 | Stevenson | D3 | MAC | SO | 28 | 8 | 3 | 11 | 0.393 |
| 2018-19 | Stevenson | D3 | MAC | FR | 23 | 2 | 3 | 5 | 0.217 |
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.