icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Vermont Lumberjacks | EHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Vermont Lumberjacks | EHL | 15 | 1 | 1 | 2 | 0.133 | 0.0308 | 0.0311 | 0.0652 | 0.0658 |
| 2022-23 | Vermont Lumberjacks | EHL | 37 | 9 | 4 | 13 | 0.351 | 0.0812 | 0.0778 | 0.1719 | 0.1646 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Concordia | D3 | MIAC | GR | 23 | 1 | 4 | 5 | 0.217 |
| 2025-26 | Concordia (WI) | D3 | NCHA | JR | 23 | 1 | 4 | 5 | 0.217 |
| 2024-25 | Concordia | D3 | MIAC | SR | 21 | 3 | 2 | 5 | 0.238 |
| 2024-25 | Concordia (WI) | D3 | NCHA | SO | 21 | 3 | 2 | 5 | 0.238 |
| 2023-24 | Concordia | D3 | MIAC | JR | 27 | 5 | 5 | 10 | 0.370 |
| 2023-24 | Concordia (WI) | D3 | NCHA | FR | 27 | 5 | 5 | 10 | 0.370 |
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.