icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | La Salle College High | ushs-pa | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Valley Forge Minutemen 15U AAA | ayhl-15u | 21 | 1 | 10 | 11 | 0.524 | — | — | — | — |
| 2024-25 | South Kent School 16U AAA | 16u-aaa | 57 | 4 | 34 | 38 | 0.667 | — | — | — | — |
| 2025-26 | Pittsburgh Penguins Elite 18U | 18u-aaa | 52 | 10 | 25 | 35 | 0.673 | — | — | — | — |
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.