| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Worcester Academy | NE-Prep-Girls | 12 | 7 | 8 | 15 | 1.250 | 0.7756 | 0.7756 | — | — |
| 2012-13 | Worcester Academy | NE-Prep-Girls | 23 | 10 | 7 | 17 | 0.740 | 0.4592 | 0.4592 | — | — |
| 2013-14 | Worcester Academy | USHS-W | 28 | 8 | 14 | 22 | 0.786 | 0.2363 | 0.2363 | — | — |
| 2014-15 | Worcester Academy | USHS-W | 25 | 2 | 11 | 13 | 0.520 | 0.1564 | 0.1564 | — | — |
| 2015-16 | Worcester Academy | USHS-W | 28 | 5 | 12 | 17 | 0.607 | 0.1826 | 0.1826 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Hamilton | D3 | NESCAC | — | 23 | 2 | 4 | 6 | 0.261 |
| 2018-19 | Hamilton | D3 | NESCAC | — | 21 | 1 | 1 | 2 | 0.095 |
| 2017-18 | Hamilton | D3 | NESCAC | SO | 24 | 1 | 4 | 5 | 0.208 |
| 2016-17 | Hamilton | D3 | NESCAC | FR | 18 | 0 | 1 | 1 | 0.056 |
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.