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Title: COUNTERFACTUALS AND CAUSAL INFERENCE
METHODS AND PRINCIPLES FOR SOCIAL RESEARCH
By: Stephen L. Morgan, Christopher Winship
Format: Hardback

List price: £83.00
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ISBN 10: 1107065070
ISBN 13: 9781107065079
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Publisher: CAMBRIDGE UNIVERSITY PRESS
Pub. date: 1 November, 2014
Edition: 2nd Revised edition
Series: Analytical Methods for Social Research
Pages: 524
Description: This new edition aims to convince social scientists to take a counterfactual approach to the core questions of their fields.
Synopsis: In this second edition of Counterfactuals and Causal Inference, completely revised and expanded, the essential features of the counterfactual approach to observational data analysis are presented with examples from the social, demographic, and health sciences. Alternative estimation techniques are first introduced using both the potential outcome model and causal graphs; after which, conditioning techniques, such as matching and regression, are presented from a potential outcomes perspective. For research scenarios in which important determinants of causal exposure are unobserved, alternative techniques, such as instrumental variable estimators, longitudinal methods, and estimation via causal mechanisms, are then presented. The importance of causal effect heterogeneity is stressed throughout the book, and the need for deep causal explanation via mechanisms is discussed.
Illustrations: 64 b/w illus.
Publication: UK
Imprint: Cambridge University Press
Returns: Returnable
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