| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Minnetonka High (W) | USHS-MN-W | 25 | 7 | 13 | 20 | 0.800 | 0.1208 | 0.1208 | — | — |
| 2020-21 | Minnetonka High (W) | USHS-MN-W | 23 | 20 | 17 | 37 | 1.609 | 0.2429 | 0.2429 | — | — |
| 2021-22 | Minnetonka High (W) | USHS-MN-W | 31 | 25 | 31 | 56 | 1.806 | 0.2728 | 0.2728 | — | — |
| 2022-23 | Minnetonka High (W) | USHS-MN-W | 30 | 16 | 25 | 41 | 1.367 | 0.2064 | 0.2064 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Minnesota Duluth | D1 | WCHA-W | JR | 38 | 8 | 6 | 14 | 0.368 |
| 2024-25 | Minnesota Duluth | D1 | WCHA-W | SO | 38 | 6 | 8 | 14 | 0.368 |
| 2023-24 | Minnesota Duluth | D1 | WCHA-W | FR | 39 | 3 | 4 | 7 | 0.179 |
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.