Comment by feniv

Rather than waiting for data from future games, you should backtest on old data and see how it performs (http://en.wikipedia.org/wiki/Backtesting).

You might also be interested in checking out the book The Signal and The Noise by Nate Silver (He runs the FiveThirtyEight political/data blog that notably predicted last year's election results with great accuracy.)