| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Bay Area Ice Bears | USHS-W | 21 | 16 | 9 | 25 | 1.190 | 0.3580 | 0.3580 | — | — |
| 2012-13 | Bay Area Ice Bears | USHS-W | 23 | 26 | 16 | 42 | 1.826 | 0.5491 | 0.5491 | — | — |
| 2013-14 | Bay Area Ice Bears | USHS-W | 22 | 27 | 26 | 53 | 2.409 | 0.7244 | 0.7244 | — | — |
| 2014-15 | Bay Area Ice Bears | USHS-W | 23 | 40 | 20 | 60 | 2.609 | 0.7844 | 0.7844 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Wisconsin-Eau Claire | D3 | — | JR | 29 | 27 | 14 | 41 | 1.414 |
| 2017-18 | Wisconsin-Eau Claire | D3 | — | SO | 30 | 14 | 19 | 33 | 1.100 |
| 2016-17 | Wisconsin-Eau Claire | D3 | — | FR | 26 | 16 | 2 | 18 | 0.692 |
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.