| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Lakeville North High | USHS-MN-W | 13 | 0 | 1 | 1 | 0.077 | 0.0124 | 0.0124 | — | — |
| 2012-13 | Lakeville North High | USHS-MN-W | 25 | 0 | 4 | 4 | 0.160 | 0.0257 | 0.0257 | — | — |
| 2013-14 | Lakeville North High | USHS-MN-W | 24 | 1 | 6 | 7 | 0.292 | 0.0468 | 0.0468 | — | — |
| 2014-15 | Lakeville North High | USHS-MN-W | 24 | 8 | 8 | 16 | 0.667 | 0.1071 | 0.1071 | — | — |
| 2015-16 | Lakeville North High | USHS-MN-W | 25 | 9 | 10 | 19 | 0.760 | 0.1221 | 0.1221 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | RPI | D1 | — | — | 18 | 0 | 0 | 0 | 0.000 |
| 2016-17 | RPI | D1 | ECAC-W | — | 20 | 0 | 1 | 1 | 0.050 |
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.