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Professor Haiyan Bai discusses matching and the propensity score method. Her demonstration includes a walk through guide to matching software and an analysis of output results.
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Dr Haiyan Bai discusses propensity score methods and why to use them. The propensity score method reduces selection bias, balances groups, and gives a propensity score of the likelihood of being assigned to the treatment group. Bai discusses when the method is used, how to use the method, and what issues the method has.
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This book is designed to help researchers better design and analyze observational data from quasi-experimental studies and improve the validity of research on causal claims. It provides clear guidance on the use of different propensity score analysis (PSA) methods, from the fundamentals to complex, cutting-edge techniques. Experts in the field introduce underlying concepts and current issues and review relevant software programs for PSA. The book addresses the steps in propensity score estimation, including the use of generalized boosted models, how to identify which matching methods work best
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A concise, introductory text, Propensity Score Methods and Applications describes propensity score methods (PSM) and how they are used to balance the distributions of observed covariates between treatment conditions as a means to reduce selection bias. This new QASS title specifically focuses on the procedures of implementing PSM for research in social sciences, instead of merely demonstrating the effectiveness of the method. Using succinct and approachable language to introduce the basic concepts of PSM, authors Haiyan Bai and M. H. Clark present basic concepts, assumptions, procedures, available software packages, and step-by-step examples for implementing PSM using real-world data, with exercises at the end of each chapter allowing readers to replicate examples on their own.
Social sciences --- Analysis of variance --- Research --- Statistical methods --- ANOVA (Analysis of variance) --- Variance analysis --- Mathematical statistics --- Experimental design --- Behavioral sciences --- Human sciences --- Sciences, Social --- Social science --- Social studies --- Civilization --- Research&delete& --- #SBIB:303H10 --- #SBIB:303H520 --- Methoden en technieken: algemene handboeken en reeksen --- Methoden sociale wetenschappen: techniek van de analyse, algemeen --- Quantitative methods in social research --- Analysis of variance. --- Statistical methods. --- Social sciences - Research - Statistical methods
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