icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2008-09 | Okotoks Oilers | AJHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2009-10 | — | SJHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2010-11 | Swan Valley Stampeders | MJHL | 20 | 1 | 1 | 2 | 0.100 | 0.0193 | 0.0191 | 0.0631 | 0.0624 |
| 2011-12 | Neepawa Titans | MJHL | 23 | 7 | 10 | 17 | 0.739 | 0.1423 | 0.1336 | 0.4661 | 0.4376 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Hamline | D3 | MIAC | — | 13 | 0 | 0 | 0 | 0.000 |
| 2014-15 | Hamline | D3 | MIAC | — | 8 | 0 | 0 | 0 | 0.000 |
| 2013-14 | Wisconsin-Superior | D3 | WIAC | — | 7 | 0 | 0 | 0 | 0.000 |
| 2012-13 | Wisconsin-Superior | D3 | WIAC | — | 10 | 1 | 0 | 1 | 0.100 |
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.