| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Maple Grove High (W) | USHS-MN-W | 19 | 4 | 6 | 10 | 0.526 | 0.0845 | 0.0845 | — | — |
| 2021-22 | Maple Grove High (W) | USHS-MN-W | 30 | 14 | 34 | 48 | 1.600 | 0.2570 | 0.2570 | — | — |
| 2022-23 | Maple Grove High (W) | USHS-MN-W | 27 | 21 | 33 | 54 | 2.000 | 0.3212 | 0.3212 | — | — |
| 2023-24 | Maple Grove High (W) | USHS-MN-W | 31 | 29 | 29 | 58 | 1.871 | 0.3005 | 0.3005 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Minnesota | D1 | WCHA-W | — | 38 | 0 | 2 | 2 | 0.053 |
| 2025-26 | Minnesota State | D1 | CHA-W | SO | 33 | 0 | 2 | 2 | 0.061 |
| 2024-25 | Minnesota | D1 | WCHA-W | — | 35 | 6 | 1 | 7 | 0.200 |
| 2024-25 | Minnesota State | D1 | CHA-W | FR | 35 | 6 | 1 | 7 | 0.200 |
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.