Description
Poor models with extreme multicollinearity will occasionally produce invalid test statistics.
Solution
Look for extreme multicollinearity (redundancy in the explanatory variables) by examining the VIF values. Remove variables that are redundant, as indicated by VIF values larger than approximately seven. If the VIF values do not indicate a multicollinearity problem, ensure that the dependent variable is specified correctly.