| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | DME Hockey Academy | USPHL-Premier | 31 | 3 | 7 | 10 | 0.323 | 0.0364 | 0.0377 | 0.1097 | 0.1136 |
| 2018-19 | Utica Jr. Comets | NCDC | 31 | 0 | 5 | 5 | 0.161 | 0.0373 | 0.0369 | 0.1304 | 0.1289 |
| 2019-20 | Minnesota Magicians | NAHL | 19 | 0 | 2 | 2 | 0.105 | 0.0374 | 0.0374 | 0.1106 | 0.1106 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Buffalo State | D3 | SUNYAC | SR | 25 | 0 | 3 | 3 | 0.120 |
| 2022-23 | Buffalo State | D3 | SUNYAC | JR | 19 | 0 | 1 | 1 | 0.053 |
| 2021-22 | Buffalo State | D3 | SUNYAC | SO | 17 | 0 | 0 | 0 | 0.000 |
| 2020-21 | Buffalo State | D3 | SUNYAC | FR | 0 | 0 | 0 | 0 | 0.000 |
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.