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Concepts are demonstrated with a heavy emphasis on graphical intuition and the question of what we do to data. When we "add a control variable" what does that actually do?
Key Features:
¿ 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
Concepts are demonstrated with a heavy emphasis on graphical intuition and the question of what we do to data. When we "add a control variable" what does that actually do?
Key Features:
¿ 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
Nick Huntington-Klein is a professor of economics at Seattle University specializing in the study of the education system and applied econometrics. He is known as someone who can clearly explain complex topics in econometrics, and his teaching materials have been shared online tens of thousands of times. To his great anguish, his toddler daughter refuses to learn about sampling variation and would rather listen to that one Moana song on repeat.
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
Erscheinungsjahr: | 2022 |
---|---|
Fachbereich: | Allgemeines |
Genre: | Importe, Wirtschaft |
Rubrik: | Recht & Wirtschaft |
Medium: | Taschenbuch |
Inhalt: | Einband - flex.(Paperback) |
ISBN-13: | 9781032125787 |
ISBN-10: | 1032125780 |
Sprache: | Englisch |
Einband: | Kartoniert / Broschiert |
Autor: | Huntington-Klein, Nick |
Hersteller: |
Taylor & Francis
Chapman and Hall/CRC |
Verantwortliche Person für die EU: | Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
Abbildungen: | 36 Tables, black and white; 140 Line drawings, black and white; 22 Halftones, black and white; 162 Illustrations, black and white |
Maße: | 254 x 178 x 34 mm |
Von/Mit: | Nick Huntington-Klein |
Erscheinungsdatum: | 05.01.2022 |
Gewicht: | 1,196 kg |
Nick Huntington-Klein is a professor of economics at Seattle University specializing in the study of the education system and applied econometrics. He is known as someone who can clearly explain complex topics in econometrics, and his teaching materials have been shared online tens of thousands of times. To his great anguish, his toddler daughter refuses to learn about sampling variation and would rather listen to that one Moana song on repeat.
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
Erscheinungsjahr: | 2022 |
---|---|
Fachbereich: | Allgemeines |
Genre: | Importe, Wirtschaft |
Rubrik: | Recht & Wirtschaft |
Medium: | Taschenbuch |
Inhalt: | Einband - flex.(Paperback) |
ISBN-13: | 9781032125787 |
ISBN-10: | 1032125780 |
Sprache: | Englisch |
Einband: | Kartoniert / Broschiert |
Autor: | Huntington-Klein, Nick |
Hersteller: |
Taylor & Francis
Chapman and Hall/CRC |
Verantwortliche Person für die EU: | Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
Abbildungen: | 36 Tables, black and white; 140 Line drawings, black and white; 22 Halftones, black and white; 162 Illustrations, black and white |
Maße: | 254 x 178 x 34 mm |
Von/Mit: | Nick Huntington-Klein |
Erscheinungsdatum: | 05.01.2022 |
Gewicht: | 1,196 kg |