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portada Counterfactuals and Causal Inference: Methods and Principles for Social Research
Type
Physical Book
Author
Publisher
Year
2014
Language
English
Pages
515
Format
Paperback
Dimensions
25.1x17.3x3 cm
Weight
0.98 kg.
ISBN13
9781107694163
Edition No.
0002
Categories

Counterfactuals and Causal Inference: Methods and Principles for Social Research

Stephen L. Morgan (Author) · Christopher Winship (Author) · Cambridge University Press · Paperback

Counterfactuals and Causal Inference: Methods and Principles for Social Research - Morgan, Stephen L. ; Winship, Christopher

New Book Imported to South Africa
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R 1,058

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Synopsis "Counterfactuals and Causal Inference: Methods and Principles for Social Research"

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.

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