PART I: INTRODUCTION AND REVIEW 1. Economic Questions and Data 2. Review of Probability 3. Review of Statistics PART II: 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 III: 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 IV: 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 V: THE ECONOMIC THEORY OF REGRESSION ANALYSIS 18. The Theory of Linear Regression with One Regressor 19. The Theory of Multiple Regression |