| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 23 | 1 | 7 | 8 | 0.348 | 0.0559 | 0.0559 | — | — |
| 2013-14 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 22 | 1 | 5 | 6 | 0.273 | 0.0438 | 0.0438 | — | — |
| 2014-15 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 22 | 2 | 9 | 11 | 0.500 | 0.0803 | 0.0803 | — | — |
| 2015-16 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 25 | 9 | 15 | 24 | 0.960 | 0.1542 | 0.1542 | — | — |
| 2016-17 | Hopkins/St. Louis Park High (W) | USHS-MN-W | 25 | 6 | 23 | 29 | 1.160 | 0.1863 | 0.1863 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Harvard | D1 | ECAC-W | SR | 31 | 2 | 3 | 5 | 0.161 |
| 2020-21 | Harvard | D1 | ECAC-W | JR | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Harvard | D1 | ECAC-W | SO | 33 | 1 | 4 | 5 | 0.151 |
| 2018-19 | Harvard | D1 | ECAC-W | FR | 32 | 0 | 5 | 5 | 0.156 |
| 2017-18 | Harvard | D1 | ECAC-W | FR | 30 | 0 | 5 | 5 | 0.167 |
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.