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 | Brooklyn Aviators | USPHL-Premier | 30 | 0 | 5 | 5 | 0.167 | 0.0218 | 0.0225 | 0.0566 | 0.0585 |
| 2023-24 | Connecticut Jr. Rangers | USPHL-Premier | 30 | 1 | 11 | 12 | 0.400 | 0.0523 | 0.0516 | 0.1358 | 0.1339 |
| 2024-25 | New York Apple Core | EHL | 36 | 1 | 4 | 5 | 0.139 | 0.0321 | 0.0309 | 0.0680 | 0.0654 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Delaware | ACHA_D1 | — | — | 5 | 0 | 1 | 1 | 0.200 |
| 2024-25 | Delaware | ACHA_D1 | — | — | 5 | 0 | 1 | 1 | 0.200 |
| 2023-24 | Delaware | ACHA_D1 | — | — | 5 | 0 | 1 | 1 | 0.200 |
| 2022-23 | Delaware | ACHA_D1 | — | — | 5 | 0 | 1 | 1 | 0.200 |
| 2021-22 | Delaware | ACHA_D1 | — | — | 5 | 0 | 1 | 1 | 0.200 |
| 2020-21 | Delaware | ACHA_D1 | — | — | 5 | 0 | 1 | 1 | 0.200 |
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.