The effect : an introduction to research design and causality
著者
書誌事項
The effect : an introduction to research design and causality
（A Chapman & Hall book）
CRC Press, 2022
- : pbk
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注記
Includes bibliographical references (p. [601]-615) and index
内容説明・目次
内容説明
Extensive code examples in R, Stata, and Python
Chapters on overlooked topics in econometrics classes: heterogeneous treatment effects, simulation and power analysis, new cutting-edge methods, and uncomfortable ignored assumptions
An easy-to-read conversational tone
Up-to-date coverage of methods with fast-moving literatures like difference-in-differences
目次
Chapter 1 Designing Research Chapter 2 Research Questions Chapter 3 Describing Variables Chapter 4 Describing Relationships Chapter 5 Identification Chapter 6 Causal Diagrams Chapter 7 Drawing Causal Diagrams Chapter 8 Causal Paths and Closing Back Doors Chapter 9 Finding Front Doors Chapter 10 Treatment Effects Chapter 11 Causality with Less Modeling Chapter 12 Opening the Toolbox Chapter 13 Regression Chapter 14 Matching Chapter 15 Simulation Chapter 16 Fixed Effects Chapter 17 Event Studies Chapter 18 Difference-in-Differences Chapter 19 Instrumental Variables Chapter 20 Regression Discontinuity Chapter 21 A Gallery of Rogues: Other Methods Chapter 22 Under the Rug
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