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The Effect
An Introduction to Research Design and Causality

Anglais · Livre de poche

Description

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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

Détails du produit

Auteurs Nick Huntington-Klein
Edition Taylor & Francis Ltd.
 
Contenu Livre
Forme du produit Livre de poche
Date de parution 31.12.2021
Catégorie Sciences naturelles, médecine, it, technique
Sciences sociales, droit, économie > Economie > Général, dictionnaires
 
EAN 9781032125787
ISBN 978-1-0-3212578-7
Nombre de pages 620
Dimensions (emballage) 17,5 x 25 x 4 cm
 
Catégories BUSINESS & ECONOMICS / Economics / General, MATHEMATICS / Probability & Statistics / General, BUSINESS & ECONOMICS / Econometrics, Economic statistics, Probability & statistics, Probability and statistics, Econometrics and economic statistics
 

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