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 | — | — | — | — |
| 2020-21 | Lindsay Muskies | OJHL | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Lindsay Muskies | OJHL | 52 | 28 | 21 | 49 | 0.942 | 0.2633 | 0.2575 | 0.6503 | 0.6361 |
| 2022-23 | — | OJHL | 50 | 29 | 43 | 72 | 1.440 | 0.4023 | 0.3729 | 0.9937 | 0.9212 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Norwich | D3 | LittleEast | — | 29 | 12 | 15 | 27 | 0.931 |
| 2024-25 | Wisconsin-Stout | D3 | WIAC | SO | 21 | 1 | 13 | 14 | 0.667 |
| 2023-24 | Wisconsin-Stout | D3 | WIAC | FR | 27 | 13 | 17 | 30 | 1.111 |
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.