icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Toronto Six | PHF | 12 | 3 | 4 | 7 | 0.583 | — | — | — | — |
| 2023-24 | Toronto Six | PHF | 12 | 3 | 4 | 7 | 0.583 | — | — | — | — |
| 2024-25 | Toronto Sceptres | PWHL | 30 | 12 | 15 | 27 | 0.900 | — | — | — | — |
| 2025-26 | Toronto Sceptres | PWHL | 27 | 10 | 9 | 19 | 0.704 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Wisconsin | D1 | — | — | 38 | 28 | 29 | 57 | 1.500 |
| 2020-21 | Wisconsin | D1 | — | — | 21 | 19 | 17 | 36 | 1.714 |
| 2019-20 | Wisconsin | D1 | — | — | 36 | 25 | 49 | 74 | 2.056 |
| 2018-19 | Boston College | D1 | HEA-W | SO | 39 | 22 | 26 | 48 | 1.231 |
| 2017-18 | Boston College | D1 | HEA-W | FR | 38 | 42 | 40 | 82 | 2.158 |
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.