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Propensity Score Analysis

Statistical Methods and Applications

Shenyang Guo, Mark W. Fraser

EPUB
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SAGE Publications img Link Publisher

Naturwissenschaften, Medizin, Informatik, Technik / Naturwissenschaften allgemein

Beschreibung

Fully updated to reflect the most recent changes in the field, the Second Edition of Propensity Score Analysis provides an accessible, systematic review of the origins, history, and statistical foundations of propensity score analysis, illustrating how it can be used for solving evaluation and causal-inference problems. With a strong focus on practical applications, the authors explore various strategies for employing PSA, discuss the use of PSA with alternative types of data, and delineate the limitations of PSA under a variety of constraints. Unlike existing textbooks on program evaluation and causal inference, this book delves into statistical concepts, formulas, and models within the context of a robust and engaging focus on application.

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Schlagwörter

Heterogeneous treatment, Dosage analysis, Heckman, Rosenbaum, Program evaluation, Propensity score matching, Clustering effects, Propensity scores, Stata, Rubin