icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Edina High | USHS-MN-W | 21 | 5 | 14 | 19 | 0.905 | 0.1453 | 0.1453 | — | — |
| 2021-22 | Edina High | USHS-MN-W | 30 | 12 | 11 | 23 | 0.767 | 0.1231 | 0.1231 | — | — |
| 2022-23 | Edina High | USHS-MN-W | 29 | 8 | 11 | 19 | 0.655 | 0.1052 | 0.1052 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Minnesota | D1 | WCHA-W | — | 38 | 3 | 18 | 21 | 0.553 |
| 2025-26 | Minnesota State | D1 | CHA-W | JR | 38 | 3 | 18 | 21 | 0.553 |
| 2024-25 | Minnesota | D1 | WCHA-W | — | 37 | 0 | 1 | 1 | 0.027 |
| 2024-25 | Minnesota State | D1 | CHA-W | SO | 37 | 0 | 1 | 1 | 0.027 |
| 2023-24 | Minnesota | D1 | WCHA-W | — | 38 | 1 | 5 | 6 | 0.158 |
| 2023-24 | Minnesota State | D1 | CHA-W | FR | 32 | 1 | 5 | 6 | 0.188 |
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.