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 | Linköping HC | SDHL | 36 | 25 | 27 | 52 | 1.444 | 1.6683 | 1.7544 | — | — |
| 2019-20 | HV71 | SDHL | 36 | 32 | 32 | 64 | 1.778 | 2.0534 | 2.0534 | — | — |
| 2020-21 | HV71 | SDHL | 34 | 28 | 44 | 72 | 2.118 | 2.4458 | 2.4458 | — | — |
| 2021-22 | Connecticut Whale | PHF | 20 | 13 | 20 | 33 | 1.650 | — | — | — | — |
| 2022-23 | Connecticut Whale | PHF | 24 | 17 | 18 | 35 | 1.458 | — | — | — | — |
| 2023-24 | Connecticut Whale | PHF | 24 | 17 | 18 | 35 | 1.458 | — | — | — | — |
| 2024-25 | Connecticut Whale | PHF | 24 | 17 | 18 | 35 | 1.458 | — | — | — | — |
| 2025-26 | Connecticut Whale | PHF | 24 | 17 | 18 | 35 | 1.458 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | St. Lawrence | D1 | ECAC-W | — | 34 | 16 | 24 | 40 | 1.177 |
| 2016-17 | St. Lawrence | D1 | ECAC-W | — | 36 | 20 | 36 | 56 | 1.556 |
| 2015-16 | St. Lawrence | D1 | ECAC-W | — | 36 | 11 | 18 | 29 | 0.806 |
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.