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 | Nichols | NE-Prep | 6 | 2 | 2 | 4 | 0.667 | 0.1286 | 0.1286 | 0.3051 | 0.3051 |
| 2020-21 | Utica Jr. Comets | NCDC | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Kenai River Brown Bears | NAHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | — | NCDC | 34 | 10 | 9 | 19 | 0.559 | 0.1291 | 0.1227 | 0.4518 | 0.4295 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Nazareth | D3 | UCHC | JR | 23 | 5 | 3 | 8 | 0.348 |
| 2024-25 | King's | D3 | MAC | — | 10 | 1 | 1 | 2 | 0.200 |
| 2023-24 | King's | D3 | MAC | — | 24 | 4 | 8 | 12 | 0.500 |
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.