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 | Brunswick | NE-Prep | 30 | 3 | 8 | 11 | 0.367 | 0.0726 | 0.0726 | 0.1671 | 0.1671 |
| 2020-21 | Sioux City Musketeers | USHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | — | USHL | 48 | 4 | 4 | 8 | 0.167 | 0.0983 | 0.1018 | 0.5007 | 0.5186 |
| 2022-23 | — | BCHL | 32 | 2 | 7 | 9 | 0.281 | 0.1083 | 0.1089 | 0.4092 | 0.4116 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Holy Cross | D1 | AHA | — | 36 | 8 | 8 | 16 | 0.444 |
| 2024-25 | Holy Cross | D1 | AHA | — | 33 | 0 | 3 | 3 | 0.091 |
| 2023-24 | Holy Cross | D1 | AHA | — | 13 | 0 | 1 | 1 | 0.077 |
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.