The effect of collinearity and sample size on linear regression results: a simulation study

Stephanie CC van der Lubbe, Jose M Valderas, Evangelos Kontopantelis

Background: Multicollinearity inflates the variance of OLS coefficients, widening confidence intervals and reducing inferential reliability. Yet fixed variance inflation factor (VI…