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 | Chilliwack Chiefs | BCHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Cowichan Valley Capitals | BCHL | 17 | 0 | 3 | 3 | 0.176 | 0.0680 | 0.0680 | 0.2572 | 0.2572 |
| 2021-22 | Cowichan Valley Capitals | BCHL | 19 | 1 | 3 | 4 | 0.210 | 0.0811 | 0.0818 | 0.3067 | 0.3093 |
| 2022-23 | Drayton Valley Thunder | AJHL | 20 | 2 | 5 | 7 | 0.350 | 0.1174 | 0.1125 | 0.3244 | 0.3110 |
| 2023-24 | Drayton Valley Thunder | AJHL | 55 | 22 | 34 | 56 | 1.018 | 0.3415 | 0.3113 | 0.9437 | 0.8602 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | SUNY Oswego | D3 | SUNYAC | SO | 12 | 4 | 2 | 6 | 0.500 |
| 2024-25 | SUNY Oswego | D3 | SUNYAC | FR | 19 | 1 | 0 | 1 | 0.053 |
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.