Assumptions of Linear Regression (Tests to Perform)

shauryaa117 profile image Shaurya Lalwani ・1 min read

The tests to be performed to check the assumptions of linear regression:

  1. No Autocorrelation: Durbin Watson Test

  2. No Heteroscedacity: Goldfeld Test, Residual VS Fitted Plot

  3. No Multi-Collinearity: VIF & Correlation Matrix

  4. Normality of Residuals: Jarque Bera Test, Shapiro Test

  5. Linearity of Residuals: Rainbow Test

Happy Learning!


markdown guide