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 | White Bear Lake High (women) | USHS-MN-W | 22 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | White Bear Lake High (women) | USHS-MN-W | 19 | 2 | 3 | 5 | 0.263 | 0.0397 | 0.0397 | — | — |
| 2021-22 | Cretin-Derham Hall (women) | USHS-MN-W | 27 | 11 | 15 | 26 | 0.963 | 0.1454 | 0.1454 | — | — |
| 2022-23 | Cretin-Derham Hall (women) | USHS-MN-W | 21 | 13 | 11 | 24 | 1.143 | 0.1726 | 0.1726 | — | — |
| 2023-24 | Cretin-Derham Hall (women) | USHS-MN-W | 25 | 17 | 11 | 28 | 1.120 | 0.1691 | 0.1650 | — | — |
| 2024-25 | Cretin-Derham Hall (women) | USHS-MN-W | 26 | 14 | 15 | 29 | 1.115 | 0.1684 | 0.1579 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Franklin Pierce | D1 | NEWHA | FR | 34 | 8 | 17 | 25 | 0.735 |
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.