| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Blake School (W) | USHS-MN-W | 23 | 5 | 4 | 9 | 0.391 | 0.0628 | 0.0628 | — | — |
| 2012-13 | Blake School (W) | USHS-MN-W | 25 | 14 | 9 | 23 | 0.920 | 0.1478 | 0.1478 | — | — |
| 2013-14 | Blake School (W) | USHS-MN-W | 25 | 41 | 14 | 55 | 2.200 | 0.3533 | 0.3533 | — | — |
| 2014-15 | Blake School (W) | USHS-MN-W | 25 | 42 | 29 | 71 | 2.840 | 0.4561 | 0.4561 | — | — |
| 2015-16 | Blake School (W) | USHS-MN-W | 24 | 43 | 13 | 56 | 2.333 | 0.3747 | 0.3747 | — | — |
| 2020-21 | Linköping HC | SDHL | 33 | 18 | 17 | 35 | 1.061 | 1.2250 | 1.2250 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Princeton | D1 | ECAC-W | SR | 33 | 30 | 24 | 54 | 1.636 |
| 2018-19 | Princeton | D1 | ECAC-W | JR | 33 | 21 | 22 | 43 | 1.303 |
| 2017-18 | Princeton | D1 | ECAC-W | SO | 32 | 24 | 8 | 32 | 1.000 |
| 2016-17 | Princeton | D1 | ECAC-W | FR | 32 | 16 | 10 | 26 | 0.812 |
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.