| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Minnetonka High (W) | USHS-MN-W | 25 | 4 | 8 | 12 | 0.480 | 0.0771 | 0.0771 | — | — |
| 2012-13 | Minnetonka High (W) | USHS-MN-W | 25 | 5 | 7 | 12 | 0.480 | 0.0771 | 0.0771 | — | — |
| 2013-14 | Minnetonka High (W) | USHS-MN-W | 25 | 5 | 16 | 21 | 0.840 | 0.1349 | 0.1349 | — | — |
| 2014-15 | Minnetonka High (W) | USHS-MN-W | 25 | 6 | 21 | 27 | 1.080 | 0.1734 | 0.1734 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Penn State | D1 | WCHA-W | SR | 35 | 1 | 15 | 16 | 0.457 |
| 2017-18 | Penn State | D1 | WCHA-W | JR | 35 | 4 | 11 | 15 | 0.429 |
| 2016-17 | Penn State | D1 | WCHA-W | SO | 26 | 3 | 5 | 8 | 0.308 |
| 2015-16 | Penn State | D1 | WCHA-W | FR | 25 | 2 | 2 | 4 | 0.160 |
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.