icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Boston Shamrocks U16 | JWHL-U16 | 28 | 9 | 11 | 20 | 0.714 | 0.1556 | 0.1556 | — | — |
| 2022-23 | NAHA White 19U AAA | 19U-AAA-W | 59 | 23 | 18 | 41 | 0.695 | 0.2366 | 0.2366 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Long Island Univ. | D1 | CHA-W | — | 36 | 15 | 17 | 32 | 0.889 |
| 2024-25 | LIU | D2 | CHA-W | SO | 36 | 10 | 14 | 24 | 0.667 |
| 2024-25 | Long Island Univ. | D1 | CHA-W | — | 35 | 10 | 14 | 24 | 0.686 |
| 2023-24 | LIU | D2 | CHA-W | FR | 37 | 9 | 7 | 16 | 0.432 |
| 2023-24 | Long Island Univ. | D1 | CHA-W | — | 37 | 9 | 7 | 16 | 0.432 |
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.