icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Rosemount High (women) | USHS-MN-W | 25 | 4 | 5 | 9 | 0.360 | 0.0544 | 0.0544 | — | — |
| 2018-19 | Holy Family Catholic (women) | USHS-MN-W | 21 | 8 | 2 | 10 | 0.476 | 0.0719 | 0.0719 | — | — |
| 2019-20 | Holy Family Catholic (women) | USHS-MN-W | 24 | 4 | 5 | 9 | 0.375 | 0.0566 | 0.0566 | — | — |
| 2020-21 | Holy Family Catholic (women) | USHS-MN-W | 20 | 4 | 7 | 11 | 0.550 | 0.0830 | 0.0830 | — | — |
| 2021-22 | Holy Family Catholic (women) | USHS-MN-W | 27 | 3 | 6 | 9 | 0.333 | 0.0503 | 0.0503 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Saint Anselm | D1 | NEWHA | SR | 35 | 5 | 3 | 8 | 0.229 |
| 2024-25 | Saint Anselm | D1 | NEWHA | JR | 37 | 1 | 3 | 4 | 0.108 |
| 2023-24 | Saint Anselm | D1 | NEWHA | SO | 7 | 0 | 0 | 0 | 0.000 |
| 2022-23 | Saint Anselm | D1 | NEWHA | FR | 6 | 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.