In addition, the variance inflation factor (VIF) is also presented. The high value of VIF is neither significant nor sufficient for the existence of multi-collinearity because it is counterbalanced by the low value of σ2 or high ∑xj2 (Gujarati and Porter, 2008).2 To ensure this paper's...