Question - What is the Variance Inflation Factor?
Answer -
Variance inflation factor (VIF) is the estimate of the volume of multicollinearity in a collection of many regression variables.
VIF = Variance of the model / Variance of the model with a single independent variable
This ratio has to be calculated for every independent variable. If VIF is high, then it shows the high collinearity of the independent variables.