| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Kingswood Oxford | NE-Prep-Girls | 7 | 0 | 1 | 1 | 0.140 | 0.0644 | 0.0644 | — | — |
| 2011-12 | Kingswood Oxford | NE-Prep-Girls | 20 | 2 | 15 | 17 | 0.850 | 0.3911 | 0.3911 | — | — |
| 2012-13 | Kingswood Oxford | NE-Prep-Girls | 19 | 0 | 1 | 1 | 0.050 | 0.0230 | 0.0230 | — | — |
| 2013-14 | Loomis Chaffee | NE-Prep-Girls | 22 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2014-15 | Loomis Chaffee | NE-Prep-Girls | 23 | 1 | 0 | 1 | 0.040 | 0.0184 | 0.0184 | — | — |
| 2015-16 | Loomis Chaffee | NE-Prep-Girls | 27 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2016-17 | The Loomis Chaffee School | USHS-W | 26 | 21 | 22 | 43 | 1.654 | 0.4814 | 0.4814 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Princeton | D1 | ECAC-W | SR | 33 | 3 | 10 | 13 | 0.394 |
| 2020-21 | Princeton | D1 | ECAC-W | JR | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Princeton | D1 | ECAC-W | SO | 32 | 9 | 15 | 24 | 0.750 |
| 2018-19 | Princeton | D1 | ECAC-W | FR | 33 | 4 | 12 | 16 | 0.485 |
| 2017-18 | Princeton | D1 | ECAC-W | FR | 32 | 5 | 5 | 10 | 0.312 |
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.