| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Worcester Academy | USHS-W | 25 | 1 | 1 | 2 | 0.080 | 0.0241 | 0.0241 | — | — |
| 2015-16 | Worcester Academy | USHS-W | 28 | 1 | 4 | 5 | 0.179 | 0.0537 | 0.0537 | — | — |
| 2016-17 | Worcester Academy | USHS-W | 25 | 5 | 14 | 19 | 0.760 | 0.2285 | 0.2285 | — | — |
| 2017-18 | Worcester Academy | NE-Prep-Girls | 27 | 14 | 34 | 48 | 1.780 | 1.1045 | 1.1045 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Elmira | D3 | — | GR | 26 | 13 | 18 | 31 | 1.192 |
| 2021-22 | Elmira | D3 | — | SR | 30 | 12 | 31 | 43 | 1.433 |
| 2020-21 | Elmira | D3 | — | JR | 12 | 7 | 11 | 18 | 1.500 |
| 2019-20 | Elmira | D3 | — | SO | 28 | 11 | 19 | 30 | 1.071 |
| 2018-19 | Elmira | D3 | — | FR | 27 | 2 | 8 | 10 | 0.370 |
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.