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 | Hill-Murray School | USHS-MN-W | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Hill-Murray School | USHS-MN-W | 17 | 0 | 5 | 5 | 0.294 | 0.0444 | 0.0444 | — | — |
| 2021-22 | Hill-Murray School | USHS-MN-W | 6 | 1 | 0 | 1 | 0.167 | 0.0252 | 0.0252 | — | — |
| 2022-23 | Cretin-Derham Hall (women) | USHS-MN-W | 22 | 7 | 8 | 15 | 0.682 | 0.1030 | 0.1030 | — | — |
| 2023-24 | Cretin-Derham Hall (women) | USHS-MN-W | 25 | 3 | 13 | 16 | 0.640 | 0.0966 | 0.0966 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Franklin Pierce | D1 | NEWHA | SO | 34 | 0 | 1 | 1 | 0.029 |
| 2025-26 | Franklin Pierce | D3 | — | SO | 34 | 0 | 1 | 1 | 0.029 |
| 2024-25 | Franklin Pierce | D1 | NEWHA | FR | 27 | 1 | 4 | 5 | 0.185 |
| 2024-25 | Franklin Pierce | D3 | — | FR | 24 | 1 | 4 | 5 | 0.208 |
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.