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 | 10 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Navan Grads | CCHL | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Erie Otters | OHL | 64 | 3 | 10 | 13 | 0.203 | 0.1179 | 0.1196 | 0.5204 | 0.5280 |
| 2022-23 | Erie Otters | OHL | 49 | 1 | 7 | 8 | 0.163 | 0.0948 | 0.0921 | 0.4185 | 0.4065 |
| 2023-24 | Erie Otters | OHL | 68 | 5 | 24 | 29 | 0.426 | 0.2475 | 0.2285 | 1.0929 | 1.0092 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Holy Cross | D1 | AHA | FR | 38 | 2 | 8 | 10 | 0.263 |
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.