icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Stouffville Spirit | OJHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2019-20 | Aurora Tigers | OJHL | 48 | 6 | 12 | 18 | 0.375 | 0.1048 | 0.1048 | 0.2588 | 0.2588 |
| 2020-21 | Stouffville Spirit | OJHL | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Navan Grads | CCHL | 30 | 4 | 5 | 9 | 0.300 | 0.0856 | 0.0791 | 0.2322 | 0.2147 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Anna Maria | D3 | MASCAC | SR | 28 | 15 | 14 | 29 | 1.036 |
| 2024-25 | Anna Maria | D3 | MASCAC | JR | 20 | 7 | 13 | 20 | 1.000 |
| 2023-24 | Anna Maria | D3 | MASCAC | SO | 25 | 13 | 8 | 21 | 0.840 |
| 2022-23 | Anna Maria | D3 | MASCAC | FR | 22 | 7 | 12 | 19 | 0.864 |
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.