**PART 1: INTRODUCTION AND REVIEW**

1. Economic Questions and Data

2. Review of Probability

3. Review of Statistics

**PART 2: FUNDAMENTALS OF REGRESSION ANALYSIS**

4. Linear Regression with One Regressor

5. Regression with a Single Regressor: Hypothesis Tests and Confidence Intervals

6. Linear Regression with Multiple Regressors

7. Hypothesis Tests and Confidence Intervals in Multiple Regression

8. Nonlinear Regression Functions

9. Assessing Studies Based on Multiple Regression

**PART 3: FURTHER TOPICS IN REGRESSION ANALYSIS**

10. Regression with Panel Data

11. Regression with a Binary Dependent Variable

12. Instrumental Variables Regression

13. Experiments and Quasi-Experiments

14. Prediction with Many Regressors and Big Data

**PART 4: REGRESSION ANALYSIS OF ECONOMIC TIME SERIES DATA**

15. Introduction to Time Series Regression and Forecasting

16. Estimation of Dynamic Causal Effects

17. Additional Topics in Time Series Regression

**PART 5: THE ECONOMIC THEORY OF REGRESSION ANALYSIS**

18. The Theory of Linear Regression with One Regressor

19. The Theory of Multiple Regression