| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 57 | 23 | 21 | 44 | 0.772 | 0.3461 | 0.3461 | — | — |
| 2017-18 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 45 | 15 | 20 | 35 | 0.778 | 0.3488 | 0.3488 | — | — |
| 2018-19 | Anaheim Lady Ducks 19U AAA | 19U-AAA-W | 47 | 22 | 26 | 48 | 1.021 | 0.3478 | 0.3478 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Lake Forest | D3 | — | — | 28 | 10 | 13 | 23 | 0.821 |
| 2021-22 | Lake Forest | D3 | — | — | 24 | 14 | 9 | 23 | 0.958 |
| 2020-21 | Lake Forest | D3 | — | — | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Lake Forest | D3 | — | — | 26 | 8 | 1 | 9 | 0.346 |
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.