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 | Penticton Vees | BCHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2018-19 | Vernon Vipers | BCHL | 51 | 6 | 9 | 15 | 0.294 | 0.1133 | 0.1148 | 0.4280 | 0.4338 |
| 2019-20 | — | BCHL | 48 | 1 | 17 | 18 | 0.375 | 0.1445 | 0.1445 | 0.5457 | 0.5457 |
| 2020-21 | St. Cloud Norsemen | NAHL | 24 | 5 | 15 | 20 | 0.833 | 0.3062 | 0.3062 | 0.8795 | 0.8795 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Salve Regina | D3 | CNE | SR | 13 | 1 | 4 | 5 | 0.385 |
| 2023-24 | Salve Regina | D3 | CNE | JR | 0 | 0 | 0 | 0 | 0.000 |
| 2022-23 | Salve Regina | D3 | CNE | SO | 24 | 0 | 21 | 21 | 0.875 |
| 2021-22 | Salve Regina | D3 | CNE | FR | 24 | 1 | 12 | 13 | 0.542 |
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.