Adjusted R Squared

You need to use an Adjusted R Squared, because as you add more independent variables to the regression, the overall R Square is going to increase regardless whether the new variables added more to the explanatory power of the regression.

Hence, use;

Adjusted R Squared = 1 - [[( 1 - Rsquared)(n-1)]/(n-k-1)]