| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Edina High | USHS-MN-W | 20 | 16 | 17 | 33 | 1.650 | 0.2650 | 0.2650 | — | — |
| 2012-13 | Edina High | USHS-MN-W | 25 | 24 | 17 | 41 | 1.640 | 0.2634 | 0.2634 | — | — |
| 2013-14 | Edina High | USHS-MN-W | 21 | 28 | 17 | 45 | 2.143 | 0.3441 | 0.3441 | — | — |
| 2014-15 | Edina High | USHS-MN-W | 21 | 30 | 20 | 50 | 2.381 | 0.3824 | 0.3824 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Minnesota | D1 | WCHA-W | — | 39 | 9 | 12 | 21 | 0.538 |
| 2017-18 | Minnesota | D1 | WCHA-W | JR | 15 | 3 | 3 | 6 | 0.400 |
| 2016-17 | Minnesota | D1 | WCHA-W | SO | 39 | 6 | 2 | 8 | 0.205 |
| 2015-16 | Minnesota | D1 | WCHA-W | FR | 38 | 5 | 10 | 15 | 0.395 |
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.