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 | Waconia High (women) | USHS-MN-W | 25 | 0 | 1 | 1 | 0.040 | 0.0060 | 0.0060 | — | — |
| 2020-21 | Waconia High (women) | USHS-MN-W | 14 | 2 | 3 | 5 | 0.357 | 0.0539 | 0.0539 | — | — |
| 2021-22 | Waconia High (women) | USHS-MN-W | 27 | 9 | 9 | 18 | 0.667 | 0.1007 | 0.1007 | — | — |
| 2023-24 | Minnesota Ice Cougars 19U AAA | 19U-AAA-W | 45 | 2 | 11 | 13 | 0.289 | 0.0984 | 0.0962 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Manhattanville | D3 | — | — | 6 | 0 | 1 | 1 | 0.167 |
| 2024-25 | Manhattanville | D3 | — | — | 13 | 0 | 0 | 0 | 0.000 |
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.