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 | Eden Prairie | USHS-MN | 31 | 11 | 9 | 20 | 0.645 | 0.0817 | 0.0817 | 0.1567 | 0.1567 |
| 2020-21 | Eden Prairie | USHS-MN | 24 | 8 | 9 | 17 | 0.708 | 0.0897 | 0.0897 | 0.1720 | 0.1720 |
| 2021-22 | — | NAHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | Austin Bruins | NAHL | 5 | 1 | 0 | 1 | 0.200 | 0.0735 | 0.0711 | 0.2111 | 0.2042 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Gustavus Adolphus | D3 | MIAC | GR | 17 | 2 | 5 | 7 | 0.412 |
| 2024-25 | Gustavus Adolphus | D3 | MIAC | SR | 24 | 7 | 3 | 10 | 0.417 |
| 2023-24 | Gustavus Adolphus | D3 | MIAC | JR | 0 | 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.