
Mostly Harmless Econometrics
by Angrist, Joahua D.; Pischke, Jorn-steffen-
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Summary
Author Biography
Table of Contents
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 |
Table of Contents provided by Ingram. All Rights Reserved. |
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