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Cambridge University Press Causal Inference in Statistics, Social, and Biomedical Sciences: An Introduction

Name: Causal Inference in Statistics, Social, and Biomedical Sciences: An Introduction
Brand: Cambridge University Press
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Most questions in social and biomedical sciences are causal in nature: what would happen to individuals, or to groups, if part of their environment were changed? In this groundbreaking text, two world-renowned experts present statistical methods for studying such questions. This book starts with the notion of potential outcomes, each corresponding to the outcome that would be realized if a subject were exposed to a particular treatment or regime. In this approach, causal effects are comparisons of such potential outcomes. The fundamental problem of causal inference is that we can only observe one of the potential outcomes for a particular subject. The authors discuss how randomized experiments allow us to assess causal effects and then turn to observational studies. They lay out the assumptions needed for causal inference and describe the leading analysis methods, including matching, propensity-score methods, and instrumental variables. Many detailed applications are included, with special focus on practical aspects for the empirical researcher.

Product Specifications

Brand: Cambridge University Press
Format: hardcover
ASIN: 0521885884
Category: Books > Subjects > Business, Finance & Law > Economics
Domain: Amazon UK
Release Date: 14 May 2015
Listed Since: 06 March 2014

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About as cheap as it gets — within 5% of the all-time low it hit 2 months ago.

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About as cheap as it gets — within 5% of the all-time low it hit 2 months ago.

Cambridge University Press Causal Inference in Statistics, Social, and Biomedical Sciences: An Introduction

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