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The Effect An Introduction to Research Design and Causality

Nick Huntington-Klein

The Effect An Introduction to Research Design and Causality bookstore
Niedostepny
Ostatnio widziany
28.03.2024

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Product info / Cechy produktu
Rodzaj (nośnik) / Item type książka / book
Dział / Department Książki i czasopisma / Books and periodicals
Autor / Author Nick Huntington-Klein
Tytuł / Title The Effect
Podtytuł / Subtitle An Introduction to Research Design and Causality
Język / Language angielski
Wydawca / Publisher CRC Press
Rok wydania / Year published 2021
   
Rodzaj oprawy / Cover type Miękka
Wymiary / Size 18.0x25.0 cm
Liczba stron / Pages 620
Ciężar / Weight 1,2200 kg
   
ISBN 9781032125787 (9781032125787)
EAN/UPC 9781032125787
Stan produktu / Condition nowy / new - sprzedajemy wyłącznie nowe nieużywane produkty
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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