11. Regression

1. Click on Regression in the Statistics category.

1. Choose the type of Regression you want to use.

2. Data: Select the data to be analyzed. You can also choose specific conditions for the data using Subset.

3. Dependent Variable: Choose the dependent variable.

4. Independent Variable: Choose the independent variable.

5. Method(Multiple Linear Regression): Select the variable selection method. - Stepwise / Backward / Forward

6. Moderated Variable & Mean Centering(Moderated Linear Regression): Select the moderated variable. Choose whether to apply mean centering to the moderating variable. This can reduce multicollinearity and enhance the interpretation of the model.

7. Sobel Test(Mediated Linear Regression): You can test the statistical significance of the mediation effect, which indicates the extent to which the impact of one independent variable on the dependent variable is transmitted through a mediated variable.

8. Categorical Variables(Dummy Variable Linear Regression): You can include categorical variables in the regression model using dummy variables.

9. Multi-Colinearity Statistics(Excluding Simple Linear Regression): This provides statistics to check for the presence of multicollinearity.

10. Residual: Select the desired output.

11. Code View: Preview the generated code.

12. Data View: Preview the generated data.

13. Run: Execute the code.