1. Introduction
2. Simple Linear Regression
3. Multiple Linear Regression
4. Regression Diagnostics: Detection of Model Violations
5. Qualitative Variables as Predictors
6. Transformation of Variables
7. Weighted Least Squares
8. The Problem of Correlated Errors
9. Analysis of Collinear Data
10. Biased Estimation of Regression Coefficients
11. Variable Selection Procedures
12. Logistic Regression
13. Further Topics
Appendix A: Statistical Tables