| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Rogers High | USHS-MN-W | 25 | 14 | 21 | 35 | 1.400 | 0.2114 | 0.2114 | — | — |
| 2014-15 | Breck School (W) | USHS-MN-W | 24 | 9 | 11 | 20 | 0.833 | 0.1258 | 0.1258 | — | — |
| 2015-16 | Breck School (W) | USHS-MN-W | 25 | 9 | 15 | 24 | 0.960 | 0.1450 | 0.1450 | — | — |
| 2016-17 | Breck School (W) | USHS-MN-W | 23 | 8 | 21 | 29 | 1.261 | 0.1904 | 0.1904 | — | — |
| 2017-18 | Breck School (W) | USHS-MN-W | 25 | 7 | 22 | 29 | 1.160 | 0.1752 | 0.1752 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | St. Thomas | D1 | CHA-W | SR | 36 | 5 | 5 | 10 | 0.278 |
| 2021-22 | Dartmouth | D1 | ECAC-W | SR | 29 | 6 | 8 | 14 | 0.483 |
| 2020-21 | Dartmouth | D1 | ECAC-W | JR | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Dartmouth | D1 | ECAC-W | SO | 29 | 6 | 9 | 15 | 0.517 |
| 2018-19 | Dartmouth | D1 | ECAC-W | FR | 29 | 3 | 6 | 9 | 0.310 |
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.