| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 30 | 3 | 4 | 7 | 0.233 | 0.1046 | 0.1046 | — | — |
| 2016-17 | Anaheim Lady Ducks 16U AAA | 16U-AAA-W | 57 | 7 | 16 | 23 | 0.404 | 0.1809 | 0.1809 | — | — |
| 2017-18 | Anaheim Lady Ducks 19U AAA | 19U-AAA-W | 39 | 0 | 4 | 4 | 0.103 | 0.0349 | 0.0349 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Chatham | D3 | UCHC | — | 25 | 1 | 10 | 11 | 0.440 |
| 2021-22 | Chatham | D3 | UCHC | — | 16 | 0 | 3 | 3 | 0.188 |
| 2020-21 | Chatham | D3 | UCHC | — | 6 | 1 | 4 | 5 | 0.833 |
| 2019-20 | Chatham | D3 | UCHC | — | 25 | 1 | 8 | 9 | 0.360 |
| 2018-19 | Chatham | D3 | UCHC | — | 25 | 0 | 2 | 2 | 0.080 |
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.