icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Connecticut Whale | PHF | 20 | 11 | 13 | 24 | 1.200 | — | — | — | — |
| 2022-23 | Connecticut Whale | PHF | 24 | 10 | 18 | 28 | 1.167 | — | — | — | — |
| 2023-24 | Connecticut Whale | PHF | 24 | 10 | 18 | 28 | 1.167 | — | — | — | — |
| 2024-25 | Connecticut Whale | PHF | 24 | 10 | 18 | 28 | 1.167 | — | — | — | — |
| 2025-26 | Connecticut Whale | PHF | 24 | 10 | 18 | 28 | 1.167 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Quinnipiac | D1 | ECAC-W | — | 15 | 7 | 9 | 16 | 1.067 |
| 2019-20 | Quinnipiac | D1 | ECAC-W | — | 24 | 6 | 12 | 18 | 0.750 |
| 2018-19 | Lindenwood | D1 | — | — | 8 | 3 | 4 | 7 | 0.875 |
| 2017-18 | Lindenwood | D1 | — | — | 25 | 13 | 11 | 24 | 0.960 |
| 2017-18 | Lindenwood | D2 | CHA-W | SO | 25 | 13 | 11 | 24 | 0.960 |
| 2016-17 | Lindenwood | D1 | — | — | 33 | 3 | 1 | 4 | 0.121 |
| 2016-17 | Lindenwood | D2 | CHA-W | FR | 33 | 3 | 1 | 4 | 0.121 |
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.