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 | Sartell/Sauk Rapids High (W) | USHS-MN-W | 24 | 10 | 7 | 17 | 0.708 | 0.1138 | 0.1138 | — | — |
| 2020-21 | Andover High | USHS-MN-W | 22 | 1 | 4 | 5 | 0.227 | 0.0365 | 0.0365 | — | — |
| 2021-22 | Andover High | USHS-MN-W | 30 | 6 | 10 | 16 | 0.533 | 0.0856 | 0.0856 | — | — |
| 2022-23 | Andover High | USHS-MN-W | 31 | 15 | 18 | 33 | 1.065 | 0.1710 | 0.1710 | — | — |
| 2023-24 | Andover High | USHS-MN-W | 31 | 15 | 16 | 31 | 1.000 | 0.1606 | 0.1606 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Thomas | D1 | CHA-W | SO | 22 | 3 | 4 | 7 | 0.318 |
| 2024-25 | St. Thomas | D1 | CHA-W | FR | 21 | 1 | 3 | 4 | 0.191 |
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.