| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Tartan Senior High | USHS-MN-W | 25 | 2 | 3 | 5 | 0.200 | 0.0321 | 0.0321 | — | — |
| 2011-12 | Tartan Senior High | USHS-MN-W | 22 | 9 | 2 | 11 | 0.500 | 0.0803 | 0.0803 | — | — |
| 2012-13 | Tartan Senior High | USHS-MN-W | 25 | 5 | 6 | 11 | 0.440 | 0.0707 | 0.0707 | — | — |
| 2013-14 | Tartan Senior High | USHS-MN-W | 24 | 10 | 9 | 19 | 0.792 | 0.1271 | 0.1271 | — | — |
| 2014-15 | Tartan Senior High | USHS-MN-W | 25 | 10 | 6 | 16 | 0.640 | 0.1028 | 0.1028 | — | — |
| 2015-16 | North St. Paul/Tartan (W) | USHS-MN-W | 25 | 14 | 15 | 29 | 1.160 | 0.1863 | 0.1863 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Minnesota | D1 | WCHA-W | — | 31 | 0 | 2 | 2 | 0.065 |
| 2018-19 | Minnesota | D1 | WCHA-W | — | 35 | 0 | 2 | 2 | 0.057 |
| 2017-18 | Minnesota | D1 | WCHA-W | — | 33 | 3 | 4 | 7 | 0.212 |
| 2017-18 | Minnesota State | D1 | WCHA-W | SO | 33 | 3 | 4 | 7 | 0.212 |
| 2016-17 | Minnesota | D1 | WCHA-W | — | 23 | 1 | 2 | 3 | 0.130 |
| 2016-17 | Minnesota State | D1 | WCHA-W | FR | 23 | 1 | 2 | 3 | 0.130 |
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.