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 | Superior High | USHS-W | 24 | 11 | 8 | 19 | 0.792 | 0.2381 | 0.2381 | — | — |
| 2020-21 | Superior High | USHS-W | 8 | 5 | 2 | 7 | 0.875 | 0.2631 | 0.2631 | — | — |
| 2022-23 | Milwaukee Jr. Admirals 19U | 19U-AAA-W | 53 | 10 | 3 | 13 | 0.245 | 0.0835 | 0.0835 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Worcester State | D3 | MASCAC | JR | 23 | 4 | 5 | 9 | 0.391 |
| 2024-25 | Worcester State | D3 | MASCAC | — | 26 | 7 | 8 | 15 | 0.577 |
| 2023-24 | Worcester State | D3 | MASCAC | — | 23 | 3 | 3 | 6 | 0.261 |
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.