Ultimate Guide to Detecting Multicollinearity: A Comprehensive Checklist
Multicollinearity the undesirable correlation between two or more independent variables can confound the interpretation of statistical models and lead to misleading results. Fortunately, there are several methods to detect and quantify multicollinearity, ensuring the integrity and reliability of your analysis. The most commonly used technique is the Variance Inflation Factor (VIF), which measures the extent…