When creating basic multiple regression models, if your predictor variables correlate with each other this usually presents a problem in that you can end up with unstable estimates for the resulting coefficients. One way to test for multi-collinearity is to check for a relatively high Variance Inflation Factor, or VIF. Many packages exist that make … Continue reading Situations when multicollinearity in regression model variables isn’t important →