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 | Benilde-St. Margaret's (W) | USHS-MN-W | 22 | 0 | 1 | 1 | 0.045 | 0.0073 | 0.0073 | — | — |
| 2020-21 | Benilde-St. Margaret's (W) | USHS-MN-W | 17 | 1 | 2 | 3 | 0.176 | 0.0283 | 0.0283 | — | — |
| 2021-22 | Benilde-St. Margaret's (W) | USHS-MN-W | 28 | 5 | 11 | 16 | 0.571 | 0.0918 | 0.0918 | — | — |
| 2022-23 | Benilde-St. Margaret's (W) | USHS-MN-W | 23 | 5 | 7 | 12 | 0.522 | 0.0838 | 0.0838 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | College of the Holy Cross | D1 | NEWHA | — | 30 | 1 | 2 | 3 | 0.100 |
| 2025-26 | Holy Cross | D1 | NEWHA | JR | 30 | 1 | 2 | 3 | 0.100 |
| 2024-25 | College of the Holy Cross | D1 | NEWHA | — | 34 | 1 | 0 | 1 | 0.029 |
| 2024-25 | Holy Cross | D1 | NEWHA | SO | 30 | 1 | 0 | 1 | 0.033 |
| 2023-24 | St. Thomas | D1 | CHA-W | FR | 7 | 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.