icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Provo Predators | USPHL-Premier | 28 | 0 | 5 | 5 | 0.179 | 0.0234 | 0.0241 | 0.0606 | 0.0624 |
| 2023-24 | Hudson Havoc | USPHL-Premier | 43 | 6 | 20 | 26 | 0.605 | 0.0791 | 0.0776 | 0.2052 | 0.2013 |
| 2024-25 | Minnesota Moose | NA3HL | 40 | 1 | 10 | 11 | 0.275 | 0.0345 | 0.0320 | 0.0868 | 0.0805 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Illinois State University | ACHA_D1 | — | — | 29 | 3 | 9 | 12 | 0.414 |
| 2024-25 | Illinois State University | ACHA_D1 | — | — | 29 | 3 | 9 | 12 | 0.414 |
| 2023-24 | Illinois State University | ACHA_D1 | — | — | 29 | 3 | 9 | 12 | 0.414 |
| 2022-23 | Illinois State University | ACHA_D1 | — | — | 29 | 3 | 9 | 12 | 0.414 |
| 2021-22 | Illinois State University | ACHA_D1 | — | — | 29 | 3 | 9 | 12 | 0.414 |
| 2020-21 | Illinois State University | ACHA_D1 | — | — | 29 | 3 | 9 | 12 | 0.414 |
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.