| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Breck School (W) | USHS-MN-W | 25 | 8 | 8 | 16 | 0.640 | 0.1028 | 0.1028 | — | — |
| 2013-14 | Breck School (W) | USHS-MN-W | 24 | 6 | 9 | 15 | 0.625 | 0.1004 | 0.1004 | — | — |
| 2014-15 | Breck School (W) | USHS-MN-W | 25 | 2 | 7 | 9 | 0.360 | 0.0578 | 0.0578 | — | — |
| 2015-16 | Breck School (W) | USHS-MN-W | 25 | 3 | 23 | 26 | 1.040 | 0.1670 | 0.1670 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Union | D1 | ECAC-W | SR | 34 | 1 | 10 | 11 | 0.324 |
| 2018-19 | Union | D1 | ECAC-W | JR | 34 | 1 | 5 | 6 | 0.176 |
| 2017-18 | Union | D1 | ECAC-W | SO | 34 | 6 | 15 | 21 | 0.618 |
| 2016-17 | Union | D1 | ECAC-W | FR | 34 | 4 | 7 | 11 | 0.324 |
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.