| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Minnetonka High (W) | USHS-MN-W | 25 | 17 | 17 | 34 | 1.360 | 0.2184 | 0.2161 | — | — |
| 2011-12 | Minnetonka High (W) | USHS-MN-W | 25 | 9 | 32 | 41 | 1.640 | 0.2634 | 0.2491 | — | — |
| 2012-13 | Minnetonka High (W) | USHS-MN-W | 25 | 21 | 27 | 48 | 1.920 | 0.3084 | 0.2804 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Penn State | D1 | WCHA-W | — | 35 | 14 | 16 | 30 | 0.857 |
| 2015-16 | Penn State | D1 | WCHA-W | — | 37 | 8 | 21 | 29 | 0.784 |
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.