| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Hayward High | USHS-W | 23 | 16 | 17 | 33 | 1.435 | 0.4314 | 0.4314 | — | — |
| 2014-15 | Hayward High | USHS-W | 24 | 21 | 15 | 36 | 1.500 | 0.4511 | 0.4511 | — | — |
| 2015-16 | Hayward High | USHS-W | 24 | 25 | 16 | 41 | 1.708 | 0.5137 | 0.5137 | — | — |
| 2016-17 | Hayward High | USHS-W | 23 | 23 | 14 | 37 | 1.609 | 0.4837 | 0.4837 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Wisconsin-Superior | D3 | WIAC | — | 10 | 3 | 7 | 10 | 1.000 |
| 2019-20 | Wisconsin-Superior | D3 | WIAC | JR | 27 | 5 | 8 | 13 | 0.481 |
| 2018-19 | Wisconsin-Superior | D3 | WIAC | SO | 27 | 5 | 8 | 13 | 0.481 |
| 2017-18 | Wisconsin-Superior | D3 | WIAC | FR | 26 | 6 | 7 | 13 | 0.500 |
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.