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 | Sioux Falls Stampede | USHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Vernon Vipers | BCHL | 16 | 1 | 3 | 4 | 0.250 | 0.0963 | 0.0963 | 0.3638 | 0.3638 |
| 2021-22 | St. Cloud Norsemen | NAHL | 22 | 2 | 8 | 10 | 0.455 | 0.1670 | 0.1649 | 0.4797 | 0.4736 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Bentley | D1 | AHA | — | 37 | 8 | 7 | 15 | 0.405 |
| 2023-24 | Bentley | D1 | AHA | — | 35 | 6 | 7 | 13 | 0.371 |
| 2022-23 | Maine | D1 | HockeyEast | — | 22 | 0 | 3 | 3 | 0.136 |
| 2021-22 | Maine | D1 | HockeyEast | — | 10 | 0 | 4 | 4 | 0.400 |
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.