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The Effect An Introduction to Research Design and Causality

Nick Huntington-Klein
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The Effect: An Introduction to Research Design and Causality is about research design, specifically concerning research that uses observational data to make a causal inference. It is separated into two halves, each with different approaches to that subject. The first half goes through the concepts of causality, with very little in the way of estimation. It introduces the concept of identification thoroughly and clearly and discusses it as a process of trying to isolate variation that has a causal interpretation. Subjects include heavy emphasis on data-generating processes and causal diagrams.

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

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Dane bibliograficzne / Bibliographische info
Rodzaj (nośnik) / Produkt-Typ książka / Buch
Dział / Departement Książki i czasopisma / Bücher und Zeitschriften
Autor / Author Nick Huntington-Klein
Tytuł / Titel The Effect
Podtytuł / Untertitel An Introduction to Research Design and Causality
Język / Sprache angielski
Wydawca / Herausgeber CRC Press
Rok wydania / Erscheinungsjahr 2021
Rodzaj oprawy / Deckelform Miękka
Wymiary / Größe 18.0x25.0
Liczba stron / Seiten 620
Ciężar / Gewicht 1,22 kg
   
ISBN 9781032125787 (9781032125787)
EAN/UPC 9781032125787
Stan produktu / Zustand Neue Bücher - wir verkaufen nur neue Bücher.

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