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 | Chisago Lakes High (W) | USHS-MN-W | 7 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | South St. Paul High (W) | USHS-MN-W | 20 | 3 | 7 | 10 | 0.500 | 0.0755 | 0.0755 | — | — |
| 2021-22 | East Ridge High (women) | USHS-MN-W | 26 | 8 | 3 | 11 | 0.423 | 0.0639 | 0.0639 | — | — |
| 2022-23 | East Ridge High (women) | USHS-MN-W | 27 | 16 | 19 | 35 | 1.296 | 0.1957 | 0.1957 | — | — |
| 2023-24 | Roseville/Mahtomedi High | USHS-MN-W | 26 | 16 | 21 | 37 | 1.423 | 0.2149 | 0.2103 | — | — |
| 2024-25 | Roseville/Mahtomedi High | USHS-MN-W | 26 | 15 | 16 | 31 | 1.192 | 0.1800 | 0.1692 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Franklin Pierce | D1 | NEWHA | FR | 37 | 14 | 11 | 25 | 0.676 |
| 2025-26 | Franklin Pierce | D3 | NEWHA | FR | 37 | 14 | 11 | 25 | 0.676 |
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.