9789401784313 - Multilevel Modeling of Social Problems: a Causal Perspective by Smith, Robert B. (11 results)
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Taschenbuch. Condition: Neu. Multilevel Modeling of Social Problems | A Causal Perspective | Robert B. Smith | Taschenbuch | xxxix | Englisch | 2014 | Springer | EAN 9789401784313 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: p…reigu.
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Published by Springer Netherlands, Springer Netherlands, 2014
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - Uniquely focusing on intersections of social problems, multilevel statistical modeling, and causality; the substantively and methodologically integrated chapters of this book clarify basic strategies for developing and testing multilevel linear mod…els (MLMs), and drawing casual inferences from such models. These models are also referred to as hierarchical linear models (HLMs) or mixed models. The statistical modeling of multilevel data structures enables researchers to combine contextual and longitudinal analyses appropriately. But researchers working on social problems seldom apply these methods, even though the topics they are studying and the empirical data call for their use. By applying multilevel modeling to hierarchical data structures, this book illustrates how the use of these methods can facilitate social problems research and the formulation of social policies. It gives the reader access to working data sets, computer code, and analytic techniques, while at the same time carefully discussing issues of causality in such models.This book innovatively:-Develops procedures for studying social, economic, and human development.- Uses typologies to group (i.e., classify or nest) the level of random macro-level factors.- Estimates models with Poisson, binomial, and Gaussian end points using SAS's generalized linear mixed models (GLIMMIX) procedure.- Selects appropriate covariance structures for generalized linear mixed models.- Applies difference-in-differences study designs in the multilevel modeling of intervention studies.-Calculates propensity scores by applying Firth logistic regression to Goldberger-corrected data.- Uses the Kenward-Rogers correction in mixed models of repeated measures.- Explicates differences between associational and causal analysis of multilevel models.- Consolidates research findings via meta-analysis and methodological critique.-Develops criteria for assessing a study's validity and zone ofcausality.Because of its social problems focus, clarity of exposition, and use of state-of-the-art procedures; policy researchers, methodologists, and applied statisticians in the social sciences (specifically, sociology, social psychology, political science, education, and public health) will find this book of great interest. It can be used as a primary text in courses on multilevel modeling or as a primer for more advanced texts.
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Kartoniert / Broschiert. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Illustrates the usefulness of multilevel modeling for the quantification of effects and causal inference.Each core chapter begins with a pressing social problem that motivates theoretical anal…ysis, gathering of relevant data and application of appropriate s.
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Uniquely focusing on intersections of social problems, multilevel statistical modeling, and causality; the substantively and methodologically integrated chapters of this book clarify basic strategies for developing and testing multi…level linear models (MLMs), and drawing casual inferences from such models. These models are also referred to as hierarchical linear models (HLMs) or mixed models.The statistical modeling of multilevel data structures enables researchers to combine contextual and longitudinal analyses appropriately. But researchers working on social problems seldom apply these methods, even though the topics they are studying and the empirical data call for their use. By applying multilevel modeling to hierarchical data structures, this book illustrates how the use of these methods can facilitate social problems research and the formulation of social policies. It gives the reader access to working data sets, computer code, and analytic techniques, while at the same time carefully discussing issues of causality in such models.This book innovatively:-Develops procedures for studying social, economic, and human development.- Uses typologies to group (i.e., classify or nest) the level of random macro-level factors.- Estimates models with Poisson, binomial, and Gaussian end points using SAS's generalized linear mixed models (GLIMMIX) procedure.- Selects appropriate covariance structures for generalized linear mixed models.- Applies difference-in-differences study designs in the multilevel modeling of intervention studies.-Calculates propensity scores by applying Firth logistic regression to Goldberger-corrected data.- Uses the Kenward-Rogers correction in mixed models of repeated measures.- Explicates differences between associational and causal analysis of multilevel models.- Consolidates research findings via meta-analysis and methodological critique.-Develops criteria for assessing a study's validity and zone of causality.Because of its social problems focus, clarity of exposition, and use of state-of-the-art procedures; policy researchers, methodologists, and applied statisticians in the social sciences (specifically, sociology, social psychology, political science, education, and public health) will find this book of great interest. It can be used as a primary text in courses on multilevel modeling or as a primer for more advanced texts. 576 pp. Englisch.
Language: English
Published by Springer Netherlands, Springer Netherlands Nov 2014, 2014
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Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -Uniquely focusing on intersections of social problems, multilevel statistical modeling, and causality; the substantively and methodologically integrated chapters of this book clarify basic strategies for developing and testing multileve…l linear models (MLMs), and drawing casual inferences from such models. These models are also referred to as hierarchical linear models (HLMs) or mixed models.The statistical modeling of multilevel data structures enables researchers to combine contextual and longitudinal analyses appropriately. But researchers working on social problems seldom apply these methods, even though the topics they are studying and the empirical data call for their use. By applying multilevel modeling to hierarchical data structures, this book illustrates how the use of these methods can facilitate social problems research and the formulation of social policies. It gives the reader access to working data sets, computer code, and analytic techniques, while at the same time carefully discussing issues of causality in such models.This book innovatively:¿Develops procedures for studying social, economic, and human development.¿ Uses typologies to group (i.e., classify or nest) the level of random macro-level factors.¿ Estimates models with Poisson, binomial, and Gaussian end points using SAS's generalized linear mixed models (GLIMMIX) procedure.¿ Selects appropriate covariance structures for generalized linear mixed models.¿ Applies difference-in-differences study designs in the multilevel modeling of intervention studies.¿Calculates propensity scores by applying Firth logistic regression to Goldberger-corrected data.¿ Uses the Kenward-Rogers correction in mixed models of repeated measures.¿ Explicates differences between associational and causal analysis of multilevel models.¿ Consolidates research findings via meta-analysis and methodological critique.¿Develops criteria for assessing a study's validity and zone ofcausality.Because of its social problems focus, clarity of exposition, and use of state-of-the-art procedures; policy researchers, methodologists, and applied statisticians in the social sciences (specifically, sociology, social psychology, political science, education, and public health) will find this book of great interest. It can be used as a primary text in courses on multilevel modeling or as a primer for more advanced texts.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 576 pp. Englisch.
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