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PART I: INTRODUCTION AND REVIEW
Economic Questions and Data Review of Probability Review of Statistics PART II: FUNDAMENTALS OF REGRESSION ANALYSIS Linear Regression with One Regressor Regression with a Single Regressor: Hypothesis Tests and Confidence Intervals Linear Regression with Multiple Regressors Hypothesis Tests and Confidence Intervals in Multiple Regression Nonlinear Regression Functions Assessing Studies Based on Multiple Regression PART III: FURTHER TOPICS IN REGRESSION ANALYSIS Regression with Panel Data Regression with a Binary Dependent Variable Instrumental Variables Regression Experiments and Quasi-Experiments Prediction with Many Regressors and Big Data PART IV: REGRESSION ANALYSIS OF ECONOMIC TIME SERIES DATA Introduction to Time Series Regression and Forecasting Estimation of Dynamic Causal Effects Additional Topics in Time Series Regression PART V: THE ECONOMIC THEORY OF REGRESSION ANALYSIS The Theory of Linear Regression with One Regressor The Theory of Multiple Regression |