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Counterfactuals and Causal Inference
- Methods and Principles for Social Research
Engelsk Paperback

Counterfactuals and Causal Inference

- Methods and Principles for Social Research
Engelsk Paperback

388 kr
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Om denne bog
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.
Product detaljer
Sprog:
Engelsk
Sider:
515
ISBN-13:
9781107694163
Indbinding:
Paperback
Udgave:
ISBN-10:
1107694167
Udg. Dato:
17 nov 2014
Længde:
29mm
Bredde:
179mm
Højde:
254mm
Forlag:
Cambridge University Press
Oplagsdato:
17 nov 2014
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