| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Roseville High | USHS-MN-W | 23 | 3 | 2 | 5 | 0.217 | 0.0328 | 0.0328 | — | — |
| 2015-16 | Roseville High | USHS-MN-W | 25 | 3 | 4 | 7 | 0.280 | 0.0423 | 0.0423 | — | — |
| 2016-17 | Roseville High | USHS-MN-W | 25 | 7 | 5 | 12 | 0.480 | 0.0725 | 0.0725 | — | — |
| 2017-18 | Roseville High | USHS-MN-W | 25 | 6 | 4 | 10 | 0.400 | 0.0604 | 0.0604 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Bethel | D3 | MIAC | — | 22 | 6 | 7 | 13 | 0.591 |
| 2021-22 | Bethel | D3 | MIAC | — | 19 | 6 | 5 | 11 | 0.579 |
| 2020-21 | Bethel | D3 | MIAC | — | 9 | 2 | 6 | 8 | 0.889 |
| 2019-20 | Bethel | D3 | MIAC | — | 19 | 1 | 0 | 1 | 0.053 |
| 2018-19 | Bethel | D3 | MIAC | — | 25 | 1 | 1 | 2 | 0.080 |
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.