icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Trail Smoke Eaters | BCHL | 25 | 3 | 6 | 9 | 0.360 | 0.1401 | 0.1508 | 0.5250 | 0.5652 |
| 2014-15 | — | BCHL | 21 | 4 | 2 | 6 | 0.286 | 0.1112 | 0.1145 | 0.4166 | 0.4290 |
| 2015-16 | Powell River Kings | BCHL | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2016-17 | Nanaimo Clippers | BCHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Finlandia | D3 | — | JR | 8 | 2 | 3 | 5 | 0.625 |
| 2019-20 | Bryn Athyn | D3 | — | SO | 25 | 4 | 10 | 14 | 0.560 |
| 2018-19 | Bryn Athyn | D3 | — | FR | 20 | 1 | 2 | 3 | 0.150 |
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.