icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Boston Shamrocks | JWHL-U19 | 27 | 8 | 8 | 16 | 0.593 | 0.1971 | 0.2109 | — | — |
| 2015-16 | Boston Shamrocks | JWHL-U19 | 28 | 15 | 9 | 24 | 0.857 | 0.2851 | 0.2896 | — | — |
| 2022-23 | Buffalo Beauts | PHF | 16 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Buffalo Beauts | PHF | 16 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2024-25 | Buffalo Beauts | PHF | 16 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2025-26 | Buffalo Beauts | PHF | 16 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Boston College | D1 | HEA-W | — | 16 | 1 | 3 | 4 | 0.250 |
| 2020-21 | Robert Morris | D1 | CHA-W | — | 25 | 10 | 12 | 22 | 0.880 |
| 2019-20 | Robert Morris | D1 | CHA-W | — | 36 | 22 | 7 | 29 | 0.806 |
| 2018-19 | Clarkson | D1 | ECAC-W | SO | 3 | 0 | 0 | 0 | 0.000 |
| 2017-18 | Clarkson | D1 | ECAC-W | FR | 38 | 5 | 3 | 8 | 0.211 |
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.