| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Edina High | USHS-MN-W | 25 | 0 | 6 | 6 | 0.240 | 0.0385 | 0.0385 | — | — |
| 2013-14 | Edina High | USHS-MN-W | 25 | 4 | 13 | 17 | 0.680 | 0.1092 | 0.1092 | — | — |
| 2014-15 | Edina High | USHS-MN-W | 22 | 5 | 14 | 19 | 0.864 | 0.1387 | 0.1387 | — | — |
| 2015-16 | Edina High | USHS-MN-W | 22 | 2 | 13 | 15 | 0.682 | 0.1095 | 0.1095 | — | — |
| 2016-17 | Edina High | USHS-MN-W | 25 | 8 | 16 | 24 | 0.960 | 0.1542 | 0.1542 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Wisconsin | D1 | — | SR | 38 | 1 | 24 | 25 | 0.658 |
| 2020-21 | Wisconsin | D1 | — | JR | 21 | 0 | 18 | 18 | 0.857 |
| 2019-20 | Wisconsin | D1 | — | SO | 36 | 3 | 17 | 20 | 0.556 |
| 2018-19 | Wisconsin | D1 | — | FR | 41 | 0 | 12 | 12 | 0.293 |
| 2017-18 | Wisconsin | D1 | WCHA-W | FR | 38 | 0 | 12 | 12 | 0.316 |
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.