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 | OHA Mavericks Prep U18 | CAHS-W | 51 | 4 | 5 | 9 | 0.176 | 0.0633 | 0.0633 | — | — |
| 2020-21 | RINK HA Winnipeg U18 Prep | CSSHL-U18W | 2 | 0 | 1 | 1 | 0.500 | 0.1145 | 0.1145 | — | — |
| 2021-22 | RINK HA Winnipeg U18 Prep | CSSHL-U18W | 22 | 4 | 4 | 8 | 0.364 | 0.0833 | 0.0833 | — | — |
| 2022-23 | RINK HA Winnipeg U18 Prep | CSSHL-U18W | 24 | 2 | 4 | 6 | 0.250 | 0.0573 | 0.0544 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Arcadia | D3 | — | JR | 22 | 4 | 2 | 6 | 0.273 |
| 2024-25 | Arcadia | D3 | — | — | 16 | 0 | 1 | 1 | 0.062 |
| 2023-24 | Arcadia | D3 | — | — | 23 | 3 | 1 | 4 | 0.174 |
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.