icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2004-05 | West Kelowna Warriors | BCHL | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2005-06 | West Kelowna Warriors | BCHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2006-07 | — | BCHL | 32 | 15 | 13 | 28 | 0.875 | 0.3371 | 0.3512 | 1.2734 | 1.3267 |
| 2007-08 | — | BCHL | 38 | 7 | 14 | 21 | 0.553 | 0.2129 | 0.2103 | 0.8042 | 0.7945 |
| 2008-09 | — | BCHL | 54 | 13 | 17 | 30 | 0.556 | 0.2141 | 0.2025 | 0.8086 | 0.7649 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Concordia | D3 | MIAC | SR | 25 | 7 | 13 | 20 | 0.800 |
| 2011-12 | Concordia | D3 | MIAC | JR | 25 | 3 | 10 | 13 | 0.520 |
| 2010-11 | Concordia | D3 | MIAC | SO | 23 | 9 | 7 | 16 | 0.696 |
| 2009-10 | Concordia | D3 | MIAC | FR | 25 | 1 | 11 | 12 | 0.480 |
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.