| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Maple Grove High (W) | USHS-MN-W | 25 | 11 | 7 | 18 | 0.720 | 0.1156 | 0.1156 | — | — |
| 2018-19 | Maple Grove High (W) | USHS-MN-W | 25 | 13 | 14 | 27 | 1.080 | 0.1734 | 0.1734 | — | — |
| 2019-20 | Maple Grove High (W) | USHS-MN-W | 25 | 22 | 16 | 38 | 1.520 | 0.2441 | 0.2441 | — | — |
| 2020-21 | Maple Grove High (W) | USHS-MN-W | 19 | 21 | 6 | 27 | 1.421 | 0.2282 | 0.2282 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | St. Thomas | D1 | CHA-W | SR | 36 | 9 | 8 | 17 | 0.472 |
| 2023-24 | St. Thomas | D1 | CHA-W | JR | 33 | 8 | 3 | 11 | 0.333 |
| 2022-23 | St. Thomas | D1 | CHA-W | SO | 29 | 6 | 1 | 7 | 0.241 |
| 2021-22 | St. Thomas | D1 | CHA-W | FR | 33 | 3 | 7 | 10 | 0.303 |
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.