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 | Stouffville Spirit | OJHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Lindsay Muskies | OJHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | Cobourg Cougars | OJHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Pembroke Lumber Kings | CCHL | 42 | 4 | 26 | 30 | 0.714 | 0.1549 | 0.1482 | 0.5527 | 0.5288 |
| 2024-25 | Pembroke Lumber Kings | CCHL | 49 | 5 | 52 | 57 | 1.163 | 0.2523 | 0.2300 | 0.9000 | 0.8205 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Concordia | D3 | MIAC | FR | 27 | 1 | 6 | 7 | 0.259 |
| 2025-26 | Concordia (WI) | D3 | NCHA | FR | 27 | 1 | 6 | 7 | 0.259 |
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.