| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Connecticut Jr. Rangers | USPHL-Premier-Classic | 14 | 0 | 1 | 1 | 0.071 | 0.0200 | 0.0200 | 0.0587 | 0.0587 |
| 2017-18 | New York Apple Core | EHL | 24 | 13 | 19 | 32 | 1.333 | 0.3080 | 0.2905 | 0.6524 | 0.6154 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Neumann | D3 | MAC | — | 7 | 0 | 0 | 0 | 0.000 |
| 2020-21 | Neumann | D1 | MAC | JR | 9 | 0 | 0 | 0 | 0.000 |
| 2020-21 | Neumann | D3 | MAC | — | 9 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Neumann | D1 | MAC | SO | 7 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Neumann | D3 | MAC | — | 7 | 0 | 0 | 0 | 0.000 |
| 2018-19 | Gustavus Adolphus | D1 | MIAC | FR | 3 | 0 | 0 | 0 | 0.000 |
| 2018-19 | Gustavus Adolphus | D3 | MIAC | — | 3 | 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.