| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | River Lakes High (W) | USHS-MN-W | 25 | 4 | 9 | 13 | 0.520 | 0.0835 | 0.0835 | — | — |
| 2018-19 | River Lakes High (W) | USHS-MN-W | 25 | 11 | 13 | 24 | 0.960 | 0.1542 | 0.1542 | — | — |
| 2019-20 | River Lakes High (W) | USHS-MN-W | 25 | 12 | 20 | 32 | 1.280 | 0.2056 | 0.2056 | — | — |
| 2020-21 | River Lakes High (W) | USHS-MN-W | 21 | 13 | 7 | 20 | 0.952 | 0.1530 | 0.1530 | — | — |
| 2021-22 | River Lakes High (W) | USHS-MN-W | 31 | 31 | 24 | 55 | 1.774 | 0.2849 | 0.2849 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Minnesota | D1 | WCHA-W | SR | 38 | 3 | 7 | 10 | 0.263 |
| 2025-26 | Minnesota State | D1 | CHA-W | SR | 38 | 3 | 7 | 10 | 0.263 |
| 2024-25 | Minnesota | D1 | WCHA-W | JR | 37 | 3 | 8 | 11 | 0.297 |
| 2024-25 | Minnesota State | D1 | CHA-W | JR | 37 | 3 | 8 | 11 | 0.297 |
| 2023-24 | Minnesota | D1 | WCHA-W | SO | 38 | 2 | 3 | 5 | 0.132 |
| 2023-24 | Minnesota State | D1 | CHA-W | SO | 38 | 2 | 3 | 5 | 0.132 |
| 2022-23 | Minnesota | D1 | WCHA-W | FR | 36 | 2 | 1 | 3 | 0.083 |
| 2022-23 | Minnesota State | D1 | CHA-W | FR | 36 | 2 | 1 | 3 | 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.