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 | North York Rangers | OJHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | North York Rangers | OJHL | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | North York Rangers | OJHL | 50 | 7 | 22 | 29 | 0.580 | 0.1742 | 0.1808 | 0.3970 | 0.4120 |
| 2022-23 | — | OJHL | 54 | 13 | 48 | 61 | 1.130 | 0.3393 | 0.3348 | 0.7732 | 0.7629 |
| 2023-24 | Nanaimo Clippers | BCHL | 52 | 5 | 33 | 38 | 0.731 | 0.2722 | 0.2577 | 1.0648 | 1.0081 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Bemidji State | D1 | CCHA | SO | 27 | 0 | 2 | 2 | 0.074 |
| 2024-25 | Bemidji State | D1 | CCHA | — | 35 | 3 | 15 | 18 | 0.514 |
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.