| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Blake School (W) | USHS-MN-W | 25 | 2 | 4 | 6 | 0.240 | 0.0385 | 0.0385 | — | — |
| 2011-12 | Blake School (W) | USHS-MN-W | 23 | 4 | 8 | 12 | 0.522 | 0.0838 | 0.0838 | — | — |
| 2012-13 | Blake School (W) | USHS-MN-W | 25 | 13 | 14 | 27 | 1.080 | 0.1734 | 0.1734 | — | — |
| 2013-14 | Blake School (W) | USHS-MN-W | 25 | 14 | 12 | 26 | 1.040 | 0.1670 | 0.1670 | — | — |
| 2014-15 | Blake School (W) | USHS-MN-W | 25 | 22 | 15 | 37 | 1.480 | 0.2377 | 0.2377 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Yale | D1 | ECAC-W | SR | 28 | 3 | 6 | 9 | 0.321 |
| 2017-18 | Yale | D1 | ECAC-W | JR | 31 | 3 | 5 | 8 | 0.258 |
| 2016-17 | Yale | D1 | ECAC-W | SO | 31 | 6 | 7 | 13 | 0.419 |
| 2015-16 | Yale | D1 | ECAC-W | FR | 29 | 6 | 9 | 15 | 0.517 |
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.