icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Johnstown Tomahawks | NAHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2019-20 | Johnstown Tomahawks | NAHL | 16 | 1 | 0 | 1 | 0.062 | 0.0222 | 0.0222 | 0.0656 | 0.0656 |
| 2020-21 | Brooklyn Aviators | USPHL-Premier | 38 | 16 | 27 | 43 | 1.132 | 0.1276 | 0.1276 | 0.3850 | 0.3850 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Roger Williams | D3 | CNE | SR | 13 | 1 | 2 | 3 | 0.231 |
| 2024-25 | Lebanon Valley | D3 | MAC | — | 5 | 0 | 0 | 0 | 0.000 |
| 2022-23 | Salem State | D3 | MASCAC | — | 15 | 1 | 0 | 1 | 0.067 |
| 2021-22 | Salem State | D3 | MASCAC | — | 8 | 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.