| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Duluth Marshall School (W) | USHS-MN-W | 19 | 14 | 14 | 28 | 1.474 | 0.2367 | 0.2367 | — | — |
| 2021-22 | Duluth Marshall School (W) | USHS-MN-W | 24 | 30 | 22 | 52 | 2.167 | 0.3480 | 0.3480 | — | — |
| 2022-23 | Duluth Marshall School (W) | USHS-MN-W | 28 | 46 | 30 | 76 | 2.714 | 0.4359 | 0.4359 | — | — |
| 2023-24 | Duluth Marshall School (W) | USHS-MN-W | 27 | 57 | 29 | 86 | 3.185 | 0.5115 | 0.4666 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Thomas | D1 | CHA-W | SO | 36 | 7 | 10 | 17 | 0.472 |
| 2024-25 | St. Thomas | D1 | CHA-W | FR | 26 | 1 | 3 | 4 | 0.154 |
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.