| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 57 | 14 | 14 | 28 | 0.491 | 0.1979 | 0.1979 | — | — |
| 2020-21 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 27 | 9 | 9 | 18 | 0.667 | 0.2686 | 0.2686 | — | — |
| 2021-22 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 40 | 18 | 7 | 25 | 0.625 | 0.2518 | 0.2518 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Yale | D1 | ECAC-W | — | 9 | 0 | 1 | 1 | 0.111 |
| 2024-25 | Yale | D1 | ECAC-W | — | 12 | 1 | 0 | 1 | 0.083 |
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.