| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Lancaster/Iroquois/Depew | USHS-W | 20 | 2 | 5 | 7 | 0.350 | 0.1052 | 0.1052 | — | — |
| 2017-18 | Lancaster/Iroquois/Depew | USHS-W | 21 | 10 | 7 | 17 | 0.809 | 0.2434 | 0.2434 | — | — |
| 2019-20 | Lancaster/Iroquois/Depew | USHS-W | 18 | 21 | 13 | 34 | 1.889 | 0.5680 | 0.5680 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Arcadia | D3 | UCHC | — | 24 | 6 | 5 | 11 | 0.458 |
| 2023-24 | Arcadia | D3 | UCHC | JR | 21 | 7 | 2 | 9 | 0.429 |
| 2022-23 | Arcadia | D3 | UCHC | SO | 24 | 12 | 11 | 23 | 0.958 |
| 2021-22 | Arcadia | D3 | UCHC | FR | 24 | 11 | 8 | 19 | 0.792 |
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.