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The Variance Inflation Factor (VIF) and tolerance are both widely used measures of the degree of multi-collinearity of the ith independent variable with the other independent variables in a regression model. Unfortunately, several rules of thumb - most commonly the rule of 10 - associated with VIF are regarded by many practitioners as a...