icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Northeast Generals | NAHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2024-25 | — | NAHL | 57 | 8 | 18 | 26 | 0.456 | 0.1693 | 0.1723 | 0.4829 | 0.4915 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Middlebury | D3 | NESCAC | — | 23 | 2 | 6 | 8 | 0.348 |
| 2006-07 | Trinity | D3 | — | SR | 25 | 12 | 15 | 27 | 1.080 |
| 2005-06 | Trinity | D3 | — | JR | 25 | 9 | 10 | 19 | 0.760 |
| 2004-05 | Trinity | D3 | — | SO | 26 | 11 | 14 | 25 | 0.962 |
| 2003-04 | Trinity | D3 | — | FR | 26 | 8 | 10 | 18 | 0.692 |
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.