| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Newton Country Day | NE-Prep-Girls | 15 | 14 | 16 | 30 | 2.000 | 0.9202 | 0.9202 | — | — |
| 2014-15 | Andover | NE-Prep-Girls | 25 | 5 | 2 | 7 | 0.280 | 0.1288 | 0.1288 | — | — |
| 2015-16 | Andover | NE-Prep-Girls | 25 | 3 | 1 | 4 | 0.160 | 0.0736 | 0.0736 | — | — |
| 2016-17 | Phillips Academy Andover | USHS-W | 35 | 20 | 22 | 42 | 1.200 | 0.3493 | 0.3247 | — | — |
| 2017-18 | Andover | NE-Prep-Girls | 22 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Yale | D1 | ECAC-W | GR | 33 | 12 | 28 | 40 | 1.212 |
| 2021-22 | Yale | D1 | ECAC-W | SR | 34 | 13 | 25 | 38 | 1.118 |
| 2020-21 | Yale | D1 | ECAC-W | JR | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Yale | D1 | ECAC-W | SO | 32 | 15 | 18 | 33 | 1.031 |
| 2018-19 | Yale | D1 | ECAC-W | FR | 28 | 5 | 12 | 17 | 0.607 |
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.