icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | NMH | NE-Prep | 32 | 9 | 15 | 24 | 0.750 | 0.1508 | 0.1508 | 0.3430 | 0.3430 |
| 2024-25 | Oklahoma Warriors | NAHL | 52 | 6 | 5 | 11 | 0.211 | 0.0777 | 0.0804 | 0.2235 | 0.2312 |
| 2025-26 | Wenatchee Wild | WHL | 5 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2026-27 | Surrey Eagles | BCHL | 6 | 1 | 0 | 1 | 0.167 | 0.0642 | 0.0642 | 0.2424 | 0.2424 |
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.