icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Boston Pride | PHF | 16 | 6 | 8 | 14 | 0.875 | — | — | — | — |
| 2019-20 | Brynäs IF | SDHL | 34 | 20 | 27 | 47 | 1.382 | 1.5967 | 1.5967 | — | — |
| 2020-21 | Brynäs IF | SDHL | 36 | 16 | 21 | 37 | 1.028 | 1.1871 | 1.1871 | — | — |
| 2021-22 | Brynäs IF | SDHL | 36 | 20 | 24 | 44 | 1.222 | 1.4116 | 1.1525 | — | — |
| 2022-23 | Minnesota Whitecaps | PHF | 24 | 5 | 4 | 9 | 0.375 | — | — | — | — |
| 2023-24 | Minnesota Whitecaps | PHF | 24 | 5 | 4 | 9 | 0.375 | — | — | — | — |
| 2024-25 | Minnesota Frost | PWHL | 30 | 4 | 5 | 9 | 0.300 | — | — | — | — |
| 2025-26 | — | PWHL | 30 | 2 | 5 | 7 | 0.233 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Northeastern | D1 | HEA-W | — | 39 | 11 | 19 | 30 | 0.769 |
| 2016-17 | Northeastern | D1 | HEA-W | — | 34 | 18 | 27 | 45 | 1.324 |
| 2015-16 | Northeastern | D1 | HEA-W | — | 37 | 20 | 39 | 59 | 1.595 |
| 2014-15 | Northeastern | D1 | HEA-W | — | 33 | 13 | 22 | 35 | 1.061 |
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.