Using Propensity Scores In Quasi Experimental Designs

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Using Propensity Scores in Quasi-Experimental Designs

Author : William M. Holmes
Publisher : SAGE Publications
ISBN 13 : 1483310817
Total Pages : 361 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis Using Propensity Scores in Quasi-Experimental Designs by : William M. Holmes

Download or read book Using Propensity Scores in Quasi-Experimental Designs written by William M. Holmes and published by SAGE Publications. This book was released on 2013-06-10 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using Propensity Scores in Quasi-Experimental Designs, by William M. Holmes, examines how propensity scores can be used to reduce bias with different kinds of quasi-experimental designs and to fix or improve broken experiments. Requiring minimal use of matrix and vector algebra, the book covers the causal assumptions of propensity score estimates and their many uses, linking these uses with analysis appropriate for different designs. Thorough coverage of bias assessment, propensity score estimation, and estimate improvement is provided, along with graphical and statistical methods for this process. Applications are included for analysis of variance and covariance, maximum likelihood and logistic regression, two-stage least squares, generalized linear regression, and general estimation equations. The examples use public data sets that have policy and programmatic relevance across a variety of disciplines.

Using Propensity Scores in Quasi-Experimental Designs

Author : William M. Holmes
Publisher : SAGE Publications
ISBN 13 : 148332124X
Total Pages : 361 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis Using Propensity Scores in Quasi-Experimental Designs by : William M. Holmes

Download or read book Using Propensity Scores in Quasi-Experimental Designs written by William M. Holmes and published by SAGE Publications. This book was released on 2013-06-10 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using an accessible approach perfect for social and behavioral science students (requiring minimal use of matrix and vector algebra), Holmes examines how propensity scores can be used to both reduce bias with different kinds of quasi-experimental designs and fix or improve broken experiments. This unique book covers the causal assumptions of propensity score estimates and their many uses, linking these uses with analysis appropriate for different designs. Thorough coverage of bias assessment, propensity score estimation, and estimate improvement is provided, along with graphical and statistical methods for this process. Applications are included for analysis of variance and covariance, maximum likelihood and logistic regression, two-stage least squares, generalized linear regression, and general estimation equations. The examples use public data sets that have policy and programmatic relevance across a variety of social and behavioral science disciplines.

Using Propensity Scores in Quasi-experimental Designs

Author : William M. Holmes
Publisher :
ISBN 13 : 9781452270098
Total Pages : 340 pages
Book Rating : 4.2/5 (7 download)

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Book Synopsis Using Propensity Scores in Quasi-experimental Designs by : William M. Holmes

Download or read book Using Propensity Scores in Quasi-experimental Designs written by William M. Holmes and published by . This book was released on 2014 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Practical Propensity Score Methods Using R

Author : Walter Leite
Publisher : SAGE Publications
ISBN 13 : 1483313395
Total Pages : 225 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis Practical Propensity Score Methods Using R by : Walter Leite

Download or read book Practical Propensity Score Methods Using R written by Walter Leite and published by SAGE Publications. This book was released on 2016-10-28 with total page 225 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical Propensity Score Methods Using R by Walter Leite is a practical book that uses a step-by-step analysis of realistic examples to help students understand the theory and code for implementing propensity score analysis with the R statistical language. With a comparison of both well-established and cutting-edge propensity score methods, the text highlights where solid guidelines exist to support best practices and where there is scarcity of research. Readers will find that this scaffolded approach to R and the book’s free online resources help them apply the text’s concepts to the analysis of their own data.

Propensity Score Analysis

Author : Shenyang Guo
Publisher : SAGE
ISBN 13 : 1452235007
Total Pages : 449 pages
Book Rating : 4.4/5 (522 download)

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Book Synopsis Propensity Score Analysis by : Shenyang Guo

Download or read book Propensity Score Analysis written by Shenyang Guo and published by SAGE. This book was released on 2015 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides readers with a systematic review of the origins, history, and statistical foundations of Propensity Score Analysis (PSA) and illustrates how it can be used for solving evaluation and causal-inference problems.

Quasi-Experimentation

Author : Charles S. Reichardt
Publisher : Guilford Publications
ISBN 13 : 1462540201
Total Pages : 382 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Quasi-Experimentation by : Charles S. Reichardt

Download or read book Quasi-Experimentation written by Charles S. Reichardt and published by Guilford Publications. This book was released on 2019-09-02 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: Featuring engaging examples from diverse disciplines, this book explains how to use modern approaches to quasi-experimentation to derive credible estimates of treatment effects under the demanding constraints of field settings. Foremost expert Charles S. Reichardt provides an in-depth examination of the design and statistical analysis of pretest-posttest, nonequivalent groups, regression discontinuity, and interrupted time-series designs. He details their relative strengths and weaknesses and offers practical advice about their use. Reichardt compares quasi-experiments to randomized experiments and discusses when and why the former might be a better choice. Modern moethods for elaborating a research design to remove bias from estimates of treatment effects are described, as are tactics for dealing with missing data and noncompliance with treatment assignment. Throughout, mathematical equations are translated into words to enhance accessibility.

Propensity Score Analysis

Author : Wei Pan
Publisher : Guilford Publications
ISBN 13 : 1462519490
Total Pages : 417 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Propensity Score Analysis by : Wei Pan

Download or read book Propensity Score Analysis written by Wei Pan and published by Guilford Publications. This book was released on 2015-04-07 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 with specific types of data, and the evaluation of balance results on key background covariates after matching. Also covered are applications of PSA with complex data, working with missing data, controlling for unobserved confounding, and the extension of PSA to prognostic score analysis for causal inference. User-friendly features include statistical program codes and application examples. Data and software code for the examples are available at the companion website (www.guilford.com/pan-materials).

Propensity Score Methods and Applications

Author : Haiyan Bai
Publisher : SAGE Publications
ISBN 13 : 1506378064
Total Pages : 137 pages
Book Rating : 4.5/5 (63 download)

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Book Synopsis Propensity Score Methods and Applications by : Haiyan Bai

Download or read book Propensity Score Methods and Applications written by Haiyan Bai and published by SAGE Publications. This book was released on 2018-11-20 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Best Practices in Quantitative Methods

Author : Jason W. Osborne
Publisher : SAGE
ISBN 13 : 1412940656
Total Pages : 609 pages
Book Rating : 4.4/5 (129 download)

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Book Synopsis Best Practices in Quantitative Methods by : Jason W. Osborne

Download or read book Best Practices in Quantitative Methods written by Jason W. Osborne and published by SAGE. This book was released on 2008 with total page 609 pages. Available in PDF, EPUB and Kindle. Book excerpt: The contributors to Best Practices in Quantitative Methods envision quantitative methods in the 21st century, identify the best practices, and, where possible, demonstrate the superiority of their recommendations empirically. Editor Jason W. Osborne designed this book with the goal of providing readers with the most effective, evidence-based, modern quantitative methods and quantitative data analysis across the social and behavioral sciences. The text is divided into five main sections covering select best practices in Measurement, Research Design, Basics of Data Analysis, Quantitative Methods, and Advanced Quantitative Methods. Each chapter contains a current and expansive review of the literature, a case for best practices in terms of method, outcomes, inferences, etc., and broad-ranging examples along with any empirical evidence to show why certain techniques are better. Key Features: Describes important implicit knowledge to readers: The chapters in this volume explain the important details of seemingly mundane aspects of quantitative research, making them accessible to readers and demonstrating why it is important to pay attention to these details. Compares and contrasts analytic techniques: The book examines instances where there are multiple options for doing things, and make recommendations as to what is the "best" choice—or choices, as what is best often depends on the circumstances. Offers new procedures to update and explicate traditional techniques: The featured scholars present and explain new options for data analysis, discussing the advantages and disadvantages of the new procedures in depth, describing how to perform them, and demonstrating their use. Intended Audience: Representing the vanguard of research methods for the 21st century, this book is an invaluable resource for graduate students and researchers who want a comprehensive, authoritative resource for practical and sound advice from leading experts in quantitative methods.

Experimental and Quasi-experimental Designs for Generalized Causal Inference

Author : William R. Shadish
Publisher : Cengage Learning
ISBN 13 :
Total Pages : 664 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Experimental and Quasi-experimental Designs for Generalized Causal Inference by : William R. Shadish

Download or read book Experimental and Quasi-experimental Designs for Generalized Causal Inference written by William R. Shadish and published by Cengage Learning. This book was released on 2002 with total page 664 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sections include: experiments and generalised causal inference; statistical conclusion validity and internal validity; construct validity and external validity; quasi-experimental designs that either lack a control group or lack pretest observations on the outcome; quasi-experimental designs that use both control groups and pretests; quasi-experiments: interrupted time-series designs; regresssion discontinuity designs; randomised experiments: rationale, designs, and conditions conducive to doing them; practical problems 1: ethics, participation recruitment and random assignment; practical problems 2: treatment implementation and attrition; generalised causal inference: a grounded theory; generalised causal inference: methods for single studies; generalised causal inference: methods for multiple studies; a critical assessment of our assumptions.

The Encyclopedia of Research Methods in Criminology and Criminal Justice, 2 Volume Set

Author : J. C. Barnes
Publisher : John Wiley & Sons
ISBN 13 : 1119110726
Total Pages : 967 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis The Encyclopedia of Research Methods in Criminology and Criminal Justice, 2 Volume Set by : J. C. Barnes

Download or read book The Encyclopedia of Research Methods in Criminology and Criminal Justice, 2 Volume Set written by J. C. Barnes and published by John Wiley & Sons. This book was released on 2021-09-08 with total page 967 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Encyclopedia of RESEARCH METHODS IN CRIMINOLOGY & CRIMINAL JUSTICE The most comprehensive reference work on research designs and methods in criminology and criminal justice This Encyclopedia of Research Methods in Criminology and Criminal Justice offers a comprehensive survey of research methodologies and statistical techniques that are popular in criminology and criminal justice systems across the globe. With contributions from leading scholars and practitioners in the field, it offers a clear insight into the techniques that are currently in use to answer the pressing questions in criminology and criminal justice. The Encyclopedia contains essential information from a diverse pool of authors about research designs grounded in both qualitative and quantitative approaches. It includes information on popular datasets and leading resources of government statistics. In addition, the contributors cover a wide range of topics such as: the most current research on the link between guns and crime, rational choice theory, and the use of technology like geospatial mapping as a crime reduction tool. This invaluable reference work: Offers a comprehensive survey of international research designs, methods, and statistical techniques Includes contributions from leading figures in the field Contains data on criminology and criminal justice from Cambridge to Chicago Presents information on capital punishment, domestic violence, crime science, and much more Helps us to better understand, explain, and prevent crime Written for undergraduate students, graduate students, and researchers, The Encyclopedia of Research Methods in Criminology and Criminal Justice is the first reference work of its kind to offer a comprehensive review of this important topic.

Causality in a Social World

Author : Guanglei Hong
Publisher : John Wiley & Sons
ISBN 13 : 1119030609
Total Pages : 443 pages
Book Rating : 4.1/5 (19 download)

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Book Synopsis Causality in a Social World by : Guanglei Hong

Download or read book Causality in a Social World written by Guanglei Hong and published by John Wiley & Sons. This book was released on 2015-06-09 with total page 443 pages. Available in PDF, EPUB and Kindle. Book excerpt: Causality in a Social World introduces innovative new statistical research and strategies for investigating moderated intervention effects, mediated intervention effects, and spill-over effects using experimental or quasi-experimental data. The book uses potential outcomes to define causal effects, explains and evaluates identification assumptions using application examples, and compares innovative statistical strategies with conventional analysis methods. Whilst highlighting the crucial role of good research design and the evaluation of assumptions required for identifying causal effects in the context of each application, the author demonstrates that improved statistical procedures will greatly enhance the empirical study of causal relationship theory. Applications focus on interventions designed to improve outcomes for participants who are embedded in social settings, including families, classrooms, schools, neighbourhoods, and workplaces.

Encyclopedia of Research Design

Author : Neil J. Salkind
Publisher : SAGE
ISBN 13 : 1412961270
Total Pages : 1779 pages
Book Rating : 4.4/5 (129 download)

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Book Synopsis Encyclopedia of Research Design by : Neil J. Salkind

Download or read book Encyclopedia of Research Design written by Neil J. Salkind and published by SAGE. This book was released on 2010-06-22 with total page 1779 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Comprising more than 500 entries, the Encyclopedia of Research Design explains how to make decisions about research design, undertake research projects in an ethical manner, interpret and draw valid inferences from data, and evaluate experiment design strategies and results. Two additional features carry this encyclopedia far above other works in the field: bibliographic entries devoted to significant articles in the history of research design and reviews of contemporary tools, such as software and statistical procedures, used to analyze results. It covers the spectrum of research design strategies, from material presented in introductory classes to topics necessary in graduate research; it addresses cross- and multidisciplinary research needs, with many examples drawn from the social and behavioral sciences, neurosciences, and biomedical and life sciences; it provides summaries of advantages and disadvantages of often-used strategies; and it uses hundreds of sample tables, figures, and equations based on real-life cases."--Publisher's description.

The Oxford Handbook of Quantitative Methods in Psychology, Vol. 1

Author : Todd D. Little
Publisher : Oxford University Press
ISBN 13 : 0199934878
Total Pages : 507 pages
Book Rating : 4.1/5 (999 download)

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Book Synopsis The Oxford Handbook of Quantitative Methods in Psychology, Vol. 1 by : Todd D. Little

Download or read book The Oxford Handbook of Quantitative Methods in Psychology, Vol. 1 written by Todd D. Little and published by Oxford University Press. This book was released on 2013-03-21 with total page 507 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Oxford Handbook of Quantitative Methods in Psychology provides an accessible and comprehensive review of the current state-of-the-science and a one-stop source for learning and reviewing current best-practices in a quantitative methods across the social, behavioral, and educational sciences.

Matched Sampling for Causal Effects

Author : Donald B. Rubin
Publisher : Cambridge University Press
ISBN 13 : 1139458507
Total Pages : 5 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Matched Sampling for Causal Effects by : Donald B. Rubin

Download or read book Matched Sampling for Causal Effects written by Donald B. Rubin and published by Cambridge University Press. This book was released on 2006-09-04 with total page 5 pages. Available in PDF, EPUB and Kindle. Book excerpt: Matched sampling is often used to help assess the causal effect of some exposure or intervention, typically when randomized experiments are not available or cannot be conducted. This book presents a selection of Donald B. Rubin's research articles on matched sampling, from the early 1970s, when the author was one of the major researchers involved in establishing the field, to recent contributions to this now extremely active area. The articles include fundamental theoretical studies that have become classics, important extensions, and real applications that range from breast cancer treatments to tobacco litigation to studies of criminal tendencies. They are organized into seven parts, each with an introduction by the author that provides historical and personal context and discusses the relevance of the work today. A concluding essay offers advice to investigators designing observational studies. The book provides an accessible introduction to the study of matched sampling and will be an indispensable reference for students and researchers.

Quasi-Experimental Research Designs

Author : Bruce A. Thyer
Publisher : Oxford University Press
ISBN 13 : 0195387384
Total Pages : 214 pages
Book Rating : 4.1/5 (953 download)

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Book Synopsis Quasi-Experimental Research Designs by : Bruce A. Thyer

Download or read book Quasi-Experimental Research Designs written by Bruce A. Thyer and published by Oxford University Press. This book was released on 2012-02-16 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: The role of group research designs to evaluate social work practice -- Pre-experimental group research designs -- Quasi-experimental group research designs -- Time-series research designs -- Evaluating and reporting quasi-experimental studies.

The SAGE International Handbook of Educational Evaluation

Author : Katherine Ryan
Publisher : SAGE Publications
ISBN 13 : 1483343456
Total Pages : 872 pages
Book Rating : 4.4/5 (833 download)

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Book Synopsis The SAGE International Handbook of Educational Evaluation by : Katherine Ryan

Download or read book The SAGE International Handbook of Educational Evaluation written by Katherine Ryan and published by SAGE Publications. This book was released on 2009-07-15 with total page 872 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bringing together the expertise of top evaluation leaders from around the world, The SAGE International Handbook of Educational Evaluation addresses methods and applications in the field, particularly as they relate to policy- and decision-making in an era of globalization. The comprehensive collection of articles in the Handbook compels readers to consider globalization influences on educational evaluation within distinct genres or families of evaluation approaches. Key Features Discusses substantive issues surrounding globalization, and its implication for educational policy and practice and ultimately evaluation; Includes state-of-the-art theory chapters and method chapters within scientific, accountability-oriented, learning-oriented, and political genres of evaluation approaches; Provides real-world case exemplar chapters to illustrate core concepts within genres; Extends dialogue on controversial topics and contemporary educational evaluation tensions in the context of globalization; Summarizes, by means of an integration chapter, the issues, tensions and dilemmas confronting educational evaluators in an era of globalization. Serving as a state-of-the-art resource on educational evaluation, this volume is designed for graduate students, evaluation scholars and researchers and professional evaluation practitioners with an interest in educational program and policy evaluation.