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 | Gentry Academy | USHS-MN | 26 | 14 | 6 | 20 | 0.769 | 0.2071 | 0.2071 | 0.1868 | 0.1868 |
| 2020-21 | Gentry Academy | USHS-MN | 19 | 12 | 10 | 22 | 1.158 | 0.3117 | 0.3117 | 0.2813 | 0.2813 |
| 2021-22 | Fairbanks Ice Dogs | NAHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | Fairbanks Ice Dogs | NAHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Ogden Mustangs | NCDC | 47 | 10 | 5 | 15 | 0.319 | 0.1779 | 0.1737 | 0.2580 | 0.2519 |
| 2024-25 | Minnesota Moose | NA3HL | 28 | 15 | 14 | 29 | 1.036 | 0.2382 | 0.2183 | 0.3281 | 0.3007 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Beloit | D3 | WIAC | FR | 21 | 3 | 5 | 8 | 0.381 |
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.