| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Richmond Generals | USPHL-Elite | 26 | 4 | 5 | 9 | 0.346 | 0.0320 | 0.0330 | 0.0793 | 0.0819 |
| 2017-18 | — | USPHL-Premier | 33 | 5 | 12 | 17 | 0.515 | 0.0674 | 0.0664 | 0.1749 | 0.1723 |
| 2018-19 | Chicago Cougars | USPHL-Premier | 43 | 18 | 22 | 40 | 0.930 | 0.1217 | 0.1135 | 0.3157 | 0.2943 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Chatham | D3 | UCHC | SR | 16 | 2 | 1 | 3 | 0.188 |
| 2021-22 | Chatham | D3 | UCHC | JR | 14 | 2 | 3 | 5 | 0.357 |
| 2020-21 | Chatham | D1 | UCHC | SO | 10 | 1 | 4 | 5 | 0.500 |
| 2020-21 | Chatham | D3 | UCHC | SO | 10 | 1 | 4 | 5 | 0.500 |
| 2019-20 | Chatham | D1 | UCHC | FR | 25 | 2 | 1 | 3 | 0.120 |
| 2019-20 | Chatham | D3 | UCHC | FR | 25 | 2 | 1 | 3 | 0.120 |
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.