icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Stouffville Spirit | OJHL | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2019-20 | Stouffville Spirit | OJHL | 47 | 0 | 6 | 6 | 0.128 | 0.0357 | 0.0357 | 0.0881 | 0.0881 |
| 2020-21 | Stouffville Spirit | OJHL | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | — | OJHL | 52 | 4 | 12 | 16 | 0.308 | 0.0860 | 0.0777 | 0.2123 | 0.1918 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Anna Maria | D3 | MASCAC | SR | 28 | 2 | 20 | 22 | 0.786 |
| 2024-25 | Anna Maria | D3 | MASCAC | JR | 27 | 4 | 14 | 18 | 0.667 |
| 2023-24 | Anna Maria | D3 | MASCAC | SO | 25 | 3 | 12 | 15 | 0.600 |
| 2022-23 | Anna Maria | D3 | MASCAC | FR | 24 | 4 | 3 | 7 | 0.292 |
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.