| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Hutchinson High | USHS-MN-W | 20 | 2 | 4 | 6 | 0.300 | 0.0482 | 0.0482 | — | — |
| 2013-14 | Hutchinson High | USHS-MN-W | 24 | 11 | 7 | 18 | 0.750 | 0.1205 | 0.1205 | — | — |
| 2014-15 | Hutchinson High | USHS-MN-W | 25 | 13 | 12 | 25 | 1.000 | 0.1606 | 0.1606 | — | — |
| 2015-16 | Hutchinson High | USHS-MN-W | 25 | 19 | 12 | 31 | 1.240 | 0.1991 | 0.1991 | — | — |
| 2016-17 | Hutchinson High | USHS-MN-W | 24 | 14 | 18 | 32 | 1.333 | 0.2141 | 0.2141 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | RIT | D1 | CHA-W | — | 16 | 0 | 2 | 2 | 0.125 |
| 2019-20 | RIT | D1 | CHA-W | — | 31 | 4 | 7 | 11 | 0.355 |
| 2018-19 | RIT | D1 | CHA-W | — | 35 | 6 | 10 | 16 | 0.457 |
| 2017-18 | RIT | D1 | CHA-W | FR | 35 | 0 | 5 | 5 | 0.143 |
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.