| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Kenmore/Grand Island | USHS-W | 19 | 1 | 1 | 2 | 0.105 | 0.0317 | 0.0317 | — | — |
| 2017-18 | Kenmore/Grand Island | USHS-W | 20 | 8 | 7 | 15 | 0.750 | 0.2255 | 0.2255 | — | — |
| 2019-20 | Kenmore/Grand Island | USHS-W | 18 | 11 | 8 | 19 | 1.056 | 0.3174 | 0.3174 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Neumann | D3 | UCHC | — | 24 | 7 | 10 | 17 | 0.708 |
| 2023-24 | Chatham | D3 | UCHC | — | 13 | 1 | 1 | 2 | 0.154 |
| 2022-23 | Chatham | D3 | UCHC | — | 27 | 4 | 5 | 9 | 0.333 |
| 2021-22 | Chatham | D3 | UCHC | — | 27 | 8 | 3 | 11 | 0.407 |
| 2020-21 | Chatham | D3 | UCHC | — | 13 | 2 | 1 | 3 | 0.231 |
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.