| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Lakeville North High | USHS-MN-W | 19 | 1 | 2 | 3 | 0.158 | 0.0254 | 0.0254 | — | — |
| 2018-19 | Lakeville North High | USHS-MN-W | 25 | 5 | 6 | 11 | 0.440 | 0.0707 | 0.0707 | — | — |
| 2019-20 | Lakeville North High | USHS-MN-W | 23 | 8 | 9 | 17 | 0.739 | 0.1187 | 0.1187 | — | — |
| 2020-21 | Lakeville North High | USHS-MN-W | 19 | 19 | 9 | 28 | 1.474 | 0.2367 | 0.2367 | — | — |
| 2021-22 | Lakeville North High | USHS-MN-W | 27 | 25 | 21 | 46 | 1.704 | 0.2736 | 0.2736 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Dartmouth | D1 | ECAC-W | SR | 31 | 3 | 4 | 7 | 0.226 |
| 2024-25 | Dartmouth | D1 | ECAC-W | JR | 29 | 1 | 3 | 4 | 0.138 |
| 2023-24 | Dartmouth | D1 | ECAC-W | SO | 30 | 2 | 3 | 5 | 0.167 |
| 2022-23 | Dartmouth | D1 | ECAC-W | FR | 26 | 0 | 2 | 2 | 0.077 |
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.