| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Eagan High | USHS-MN-W | 25 | 26 | 33 | 59 | 2.360 | 0.3790 | 0.3879 | — | — |
| 2011-12 | Eagan High | USHS-MN-W | 25 | 41 | 18 | 59 | 2.360 | 0.3790 | 0.3714 | — | — |
| 2012-13 | Eagan High | USHS-MN-W | 20 | 26 | 22 | 48 | 2.400 | 0.3854 | 0.3636 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Minnesota | D1 | WCHA-W | — | 37 | 6 | 17 | 23 | 0.622 |
| 2015-16 | Minnesota | D1 | WCHA-W | — | 40 | 5 | 24 | 29 | 0.725 |
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.