| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Edina High | USHS-MN | 23 | 17 | 22 | 39 | 1.696 | 0.4565 | 0.4156 | 0.4119 | 0.3750 |
| 2015-16 | — | NAHL | 43 | 2 | 9 | 11 | 0.256 | 0.0950 | 0.0942 | 0.2708 | 0.2686 |
| 2016-17 | — | NAHL | 48 | 16 | 26 | 42 | 0.875 | 0.3249 | 0.3046 | 0.9264 | 0.8686 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | St. Scholastica | D3 | — | SR | 13 | 1 | 6 | 7 | 0.538 |
| 2019-20 | St. Scholastica | D3 | — | JR | 4 | 1 | 1 | 2 | 0.500 |
| 2018-19 | St. Scholastica | D3 | — | SO | 16 | 1 | 6 | 7 | 0.438 |
| 2017-18 | St. Scholastica | D3 | — | FR | 26 | 6 | 10 | 16 | 0.615 |
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.