| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 25 | 2 | 1 | 3 | 0.120 | 0.0193 | 0.0193 | — | — |
| 2018-19 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 25 | 6 | 6 | 12 | 0.480 | 0.0771 | 0.0771 | — | — |
| 2019-20 | Blake School (W) | USHS-MN-W | 22 | 0 | 3 | 3 | 0.136 | 0.0219 | 0.0219 | — | — |
| 2020-21 | Blake School (W) | USHS-MN-W | 20 | 2 | 5 | 7 | 0.350 | 0.0562 | 0.0562 | — | — |
| 2021-22 | Blake School (W) | USHS-MN-W | 26 | 1 | 4 | 5 | 0.192 | 0.0309 | 0.0309 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Harvard | D1 | ECAC-W | SR | 33 | 1 | 1 | 2 | 0.061 |
| 2024-25 | Harvard | D1 | ECAC-W | JR | 27 | 0 | 0 | 0 | 0.000 |
| 2023-24 | Harvard | D1 | ECAC-W | SO | 30 | 0 | 3 | 3 | 0.100 |
| 2022-23 | Harvard | D1 | ECAC-W | FR | 30 | 0 | 1 | 1 | 0.033 |
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.