icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Notre Dame Hounds | SJHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Brooks Bandits | AJHL | 18 | 1 | 5 | 6 | 0.333 | 0.1106 | 0.1106 | 0.3089 | 0.3089 |
| 2021-22 | Brooks Bandits | AJHL | 47 | 6 | 18 | 24 | 0.511 | 0.1694 | 0.1693 | 0.4732 | 0.4730 |
| 2022-23 | Brooks Bandits | AJHL | 57 | 4 | 16 | 20 | 0.351 | 0.1164 | 0.1106 | 0.3252 | 0.3089 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Stonehill | D1 | AHA | JR | 33 | 1 | 4 | 5 | 0.151 |
| 2024-25 | Stonehill | D1 | AHA | — | 31 | 3 | 10 | 13 | 0.419 |
| 2023-24 | Stonehill | D1 | AHA | — | 24 | 3 | 4 | 7 | 0.292 |
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.