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 | Brainerd | USHS-MN | 26 | 17 | 17 | 34 | 1.308 | 0.3520 | 0.3520 | 0.3176 | 0.3176 |
| 2020-21 | Des Moines Buccaneers | USHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Minnesota Wilderness | NAHL | 27 | 8 | 11 | 19 | 0.704 | 0.2788 | 0.2893 | 0.9820 | 0.9790 |
| 2022-23 | — | USHL | 45 | 2 | 6 | 8 | 0.178 | 0.1093 | 0.1033 | 0.5238 | 0.4950 |
| 2023-24 | Janesville Jets | NAHL | 55 | 23 | 48 | 71 | 1.291 | 0.5115 | 0.4812 | 1.3553 | 1.2751 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Alaska Fairbanks | D1 | WCHA | SO | 15 | 1 | 0 | 1 | 0.067 |
| 2024-25 | Alaska Fairbanks | D1 | — | — | 15 | 3 | 3 | 6 | 0.400 |
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.