Huntington-Klein, N: Effect An Introduction to Research Design and Causality
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- Hardcover
- Taschenbuch ausgewählt
- eBook
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Sprache:Englisch
Fr. 54.90
inkl. gesetzl. MwSt.,
Beschreibung
Produktdetails
Einband
Taschenbuch
Erscheinungsdatum
05.01.2022
Abbildungen
36 Tables, black and white 140 Line drawings, black and white 22 Halftones, black and white 162 Illustrations, black and white
Verlag
Taylor & FrancisSeitenzahl
646
Maße (L/B/H)
25.4/17.8/3.4 cm
Gewicht
1217 g
Sprache
Englisch
ISBN
978-1-03-212578-7
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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