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 | WB/Scranton Knights | USPHL-Elite | 1 | 0 | 2 | 2 | 2.000 | 0.1846 | 0.2051 | 0.4580 | 0.5088 |
| 2023-24 | WB/Scranton Knights | USPHL-Elite | 14 | 3 | 4 | 7 | 0.500 | 0.0461 | 0.0489 | 0.1145 | 0.1214 |
| 2024-25 | Connecticut RoughRiders | EHL | 45 | 12 | 13 | 25 | 0.556 | 0.1283 | 0.1389 | 0.2719 | 0.2945 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | New York University | ACHA_D1 | — | — | 25 | 0 | 1 | 1 | 0.040 |
| 2024-25 | New York University | ACHA_D1 | — | — | 25 | 0 | 1 | 1 | 0.040 |
| 2023-24 | New York University | ACHA_D1 | — | — | 25 | 0 | 1 | 1 | 0.040 |
| 2022-23 | New York University | ACHA_D1 | — | — | 25 | 0 | 1 | 1 | 0.040 |
| 2021-22 | New York University | ACHA_D1 | — | — | 25 | 0 | 1 | 1 | 0.040 |
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.