| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Bay Area Ice Bears | USHS-W | 22 | 3 | 13 | 16 | 0.727 | 0.2187 | 0.2187 | — | — |
| 2014-15 | Bay Area Ice Bears | USHS-W | 23 | 3 | 11 | 14 | 0.609 | 0.1830 | 0.1830 | — | — |
| 2015-16 | Bay Area Ice Bears | USHS-W | 24 | 11 | 8 | 19 | 0.792 | 0.2381 | 0.2381 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Wisconsin-Eau Claire | D3 | WIAC | — | 10 | 1 | 4 | 5 | 0.500 |
| 2019-20 | Wisconsin-Eau Claire | D3 | WIAC | JR | 27 | 9 | 5 | 14 | 0.519 |
| 2018-19 | Wisconsin-Eau Claire | D3 | WIAC | SO | 29 | 6 | 11 | 17 | 0.586 |
| 2017-18 | Wisconsin-Eau Claire | D3 | WIAC | FR | 28 | 5 | 6 | 11 | 0.393 |
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.