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List of Figures | p. vii |
List of Tables | p. ix |
Preface | p. xi |
Acknowledgments | p. xv |
Organization of This Book | p. xvii |
Preliminaries | p. 1 |
Questions about Questions | p. 3 |
The Experimental Ideal | p. 11 |
The Selection Problem | p. 12 |
Random Assignment Solves the Selection Problem | p. 15 |
Regression Analysis of Experiments | p. 22 |
The Core | p. 25 |
Making Regression Make Sense | p. 27 |
Regression Fundamentals | p. 28 |
Regression and Causality | p. 51 |
Heterogeneity and Nonlinearity | p. 68 |
Regression Details | p. 91 |
Appendix: Derivation of the Average Derivative Weighting Function | p. 110 |
Instrumental Variables in Action: Sometimes You Get What You Need | p. 113 |
IV and Causality | p. 115 |
Asymptotic 2SLS Inference | p. 138 |
Two-Sample IV and Split-Sample IV | p. 147 |
IV with Heterogeneous Potential Outcomes | p. 150 |
Generalizing LATE | p. 173 |
IV Details | p. 188 |
Appendix | p. 216 |
Parallel Worlds: Fixed Effects, Differences-in-Differences, and Panel Data | p. 221 |
Individual Fixed Effects | p. 221 |
Differences-in-Differences | p. 227 |
Fixed Effects versus Lagged Dependent Variables | p. 243 |
Appendix: More on Fixed Effects and Lagged Dependent Variables | p. 246 |
Extensions | p. 249 |
Getting a Little Jumpy: Regression Discontinuity Designs | p. 251 |
Sharp RD | p. 251 |
Fuzzy RD Is IV | p. 259 |
Quantile Regression | p. 269 |
The Quantile Regression Model | p. 270 |
IV Estimation of Quantile Treatment Effects | p. 283 |
Nonstandard Standard Error Issues | p. 293 |
The Bias of Robust Standard Error Estimates | p. 294 |
Clustering and Serial Correlation in Panels | p. 308 |
Appendix: Derivation of the Simple Moulton Factor | p. 323 |
Last Words | p. 327 |
Acronyms and Abbreviations | p. 329 |
Empirical Studies Index | p. 335 |
References | p. 339 |
Index | p. 361 |
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The Used, Rental and eBook copies of this book are not guaranteed to include any supplemental materials. Typically, only the book itself is included. This is true even if the title states it includes any access cards, study guides, lab manuals, CDs, etc.