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 | Toronto Furies | CWHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Toronto Furies | CWHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | Toronto Furies | CWHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Toronto Furies | CWHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2024-25 | Toronto Furies | CWHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2025-26 | Toronto Furies | CWHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Vermont | D1 | HEA-W | SR | 36 | 16 | 14 | 30 | 0.833 |
| 2013-14 | Vermont | D1 | HEA-W | JR | 35 | 10 | 21 | 31 | 0.886 |
| 2012-13 | Vermont | D1 | HEA-W | SO | 33 | 14 | 12 | 26 | 0.788 |
| 2011-12 | Vermont | D1 | HEA-W | FR | 32 | 3 | 4 | 7 | 0.219 |
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.