Causal Inference

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74,90 

A Comparison of Data Matching Techniques and Integration Using Monte Carlo Simulation

ISBN: 3659520594
ISBN 13: 9783659520594
Autor: Itang’ata, Mukaria J J
Verlag: LAP LAMBERT Academic Publishing
Umfang: 284 S.
Erscheinungsdatum: 20.02.2014
Auflage: 1/2014
Format: 1.8 x 22 x 15
Gewicht: 441 g
Produktform: Kartoniert
Einband: Kartoniert

Beschreibung

Often researchers using non-quasi-experimental (NQE) study designs face situations where they must conduct comparative studies between two or more programs or policies to determine outcome effects for informed policy decisions. Randomized design is the strongest approach, but often in social science and educational studies, subject matching becomes an alternative study design. This book explores if different matching methods lead to different conclusions about group mean differences and if such methods may help reduce or eliminate selection bias under different experimental conditions. The book further demonstrates how exact and propensity score matching protocols, procedures, and techniques can be used in the design of causal inference studies in the social sciences and education research to draw informed conclusions about program or policy outcomes or effects. This book will be useful to causal inference study designers & analytics; program/project/policy analysts; social/educational scientists; program evaluation, social sciences, statistics, epidemiology, public health,and education students including professionals interested in clinical research, observational and NQE studies.

Autorenporträt

Mukaria Itang'ata, Ph.D: Studied Economics, Evaluation, Measurement and Research Design at the University of Manitoba and Western Michigan University. He has worked for several years as a university professor, economist, researcher & evaluator. Dr. Itang'ata is a consultant with interests in analytics,economics,evaluation,public policy & research.

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