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 | Omaha Lancers | USHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Muskegon Lumberjacks | USHL | 27 | 1 | 4 | 5 | 0.185 | 0.1092 | 0.1092 | 0.5456 | 0.5456 |
| 2021-22 | Waterloo Black Hawks | USHL | 54 | 2 | 15 | 17 | 0.315 | 0.1857 | 0.1868 | 0.9275 | 0.9329 |
| 2022-23 | Waterloo Black Hawks | USHL | 17 | 2 | 5 | 7 | 0.412 | 0.2429 | 0.2317 | 1.2132 | 1.1572 |
| 2023-24 | Rochester Jr. Americans | NAHL | 44 | 4 | 40 | 44 | 1.000 | 0.3552 | 0.3373 | 1.0499 | 0.9971 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Utica | D3 | UCHC | SO | 19 | 0 | 7 | 7 | 0.368 |
| 2024-25 | American International | D1 | AHA | — | 32 | 1 | 5 | 6 | 0.188 |
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.