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Target Estimation And Adjustment Weighting For Survey Nonresponse And Sampling Bias
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Book Synopsis Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias by : Devin Caughey
Download or read book Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias written by Devin Caughey and published by Cambridge University Press. This book was released on 2020-10-22 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: We elaborate a general workflow of weighting-based survey inference, decomposing it into two main tasks. The first is the estimation of population targets from one or more sources of auxiliary information. The second is the construction of weights that calibrate the survey sample to the population targets. We emphasize that these tasks are predicated on models of the measurement, sampling, and nonresponse process whose assumptions cannot be fully tested. After describing this workflow in abstract terms, we then describe in detail how it can be applied to the analysis of historical and contemporary opinion polls. We also discuss extensions of the basic workflow, particularly inference for causal quantities and multilevel regression and poststratification.
Book Synopsis Estimation in Surveys with Nonresponse by : Carl-Erik Särndal
Download or read book Estimation in Surveys with Nonresponse written by Carl-Erik Särndal and published by John Wiley & Sons. This book was released on 2005-08-05 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: Around the world a multitude of surveys are conducted every day, on a variety of subjects, and consequently surveys have become an accepted part of modern life. However, in recent years survey estimates have been increasingly affected by rising trends in nonresponse, with loss of accuracy as an undesirable result. Whilst it is possible to reduce nonresponse to some degree, it cannot be completely eliminated. Estimation techniques that account systematically for nonresponse and at the same time succeed in delivering acceptable accuracy are much needed. Estimation in Surveys with Nonresponse provides an overview of these techniques, presenting the view of nonresponse as a normal (albeit undesirable) feature of a sample survey, one whose potentially harmful effects are to be minimised. Builds in the nonresponse feature of survey data collection as an integral part of the theory, both for point estimation and for variance estimation. Promotes weighting through calibration as a new and powerful technique for surveys with nonresponse. Highlights the analysis of nonresponse bias in estimates and methods to minimize this bias. Includes computational tools to help identify the best variables for calibration. Discusses the use of imputation as a complement to weighting by calibration. Contains guidelines for dealing with frame imperfections and coverage errors. Features worked examples throughout the text, using real data. The accessible style of Estimation in Surveys with Nonresponse will make this an invaluable tool for survey methodologists in national statistics agencies and private survey agencies. Researchers, teachers, and students of statistics, social sciences and economics will benefit from the clear presentation and numerous examples.
Book Synopsis Practical Tools for Designing and Weighting Survey Samples by : Richard Valliant
Download or read book Practical Tools for Designing and Weighting Survey Samples written by Richard Valliant and published by Springer. This book was released on 2018-10-12 with total page 776 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of this book is to put an array of tools at the fingertips of students, practitioners, and researchers by explaining approaches long used by survey statisticians, illustrating how existing software can be used to solve survey problems, and developing some specialized software where needed. This volume serves at least three audiences: (1) students of applied sampling techniques; 2) practicing survey statisticians applying concepts learned in theoretical or applied sampling courses; and (3) social scientists and other survey practitioners who design, select, and weight survey samples. The text thoroughly covers fundamental aspects of survey sampling, such as sample size calculation (with examples for both single- and multi-stage sample design) and weight computation, accompanied by software examples to facilitate implementation. Features include step-by-step instructions for calculating survey weights, extensive real-world examples and applications, and representative programming code in R, SAS, and other packages. Since the publication of the first edition in 2013, there have been important developments in making inferences from nonprobability samples, in address-based sampling (ABS), and in the application of machine learning techniques for survey estimation. New to this revised and expanded edition: • Details on new functions in the PracTools package • Additional machine learning methods to form weighting classes • New coverage of nonlinear optimization algorithms for sample allocation • Reflecting effects of multiple weighting steps (nonresponse and calibration) on standard errors • A new chapter on nonprobability sampling • Additional examples, exercises, and updated references throughout Richard Valliant, PhD, is Research Professor Emeritus at the Institute for Social Research at the University of Michigan and at the Joint Program in Survey Methodology at the University of Maryland. He is a Fellow of the American Statistical Association, an elected member of the International Statistical Institute, and has been an Associate Editor of the Journal of the American Statistical Association, Journal of Official Statistics, and Survey Methodology. Jill A. Dever, PhD, is Senior Research Statistician at RTI International in Washington, DC. She is a Fellow of the American Statistical Association, Associate Editor for Survey Methodology and the Journal of Official Statistics, and an Assistant Research Professor in the Joint Program in Survey Methodology at the University of Maryland. She has served on several panels for the National Academy of Sciences and as a task force member for the American Association of Public Opinion Research’s report on nonprobability sampling. Frauke Kreuter, PhD, is Professor and Director of the Joint Program in Survey Methodology at the University of Maryland, Professor of Statistics and Methodology at the University of Mannheim, and Head of the Statistical Methods Research Department at the Institute for Employment Research (IAB) in Nürnberg, Germany. She is a Fellow of the American Statistical Association and has been Associate Editor of the Journal of the Royal Statistical Society, Journal of Official Statistics, Sociological Methods and Research, Survey Research Methods, Public Opinion Quarterly, American Sociological Review, and the Stata Journal. She is founder of the International Program for Survey and Data Science and co-founder of the Coleridge Initiative.
Book Synopsis Advances in Experimental Political Science by : James N. Druckman
Download or read book Advances in Experimental Political Science written by James N. Druckman and published by Cambridge University Press. This book was released on 2021-04-01 with total page 671 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experimental political science has changed. In two short decades, it evolved from an emergent method to an accepted method to a primary method. The challenge now is to ensure that experimentalists design sound studies and implement them in ways that illuminate cause and effect. Ethical boundaries must also be respected, results interpreted in a transparent manner, and data and research materials must be shared to ensure others can build on what has been learned. This book explores the application of new designs; the introduction of novel data sources, measurement approaches, and statistical methods; the use of experiments in more substantive domains; and discipline-wide discussions about the robustness, generalizability, and ethics of experiments in political science. By exploring these novel opportunities while also highlighting the concomitant challenges, this volume enables scholars and practitioners to conduct high-quality experiments that will make key contributions to knowledge.
Book Synopsis Handbook on Politics and Public Opinion by : Rudolph, Thomas J.
Download or read book Handbook on Politics and Public Opinion written by Rudolph, Thomas J. and published by Edward Elgar Publishing. This book was released on 2022-08-18 with total page 479 pages. Available in PDF, EPUB and Kindle. Book excerpt: Examining the nature of public opinion in democratic societies, this Handbook succinctly illustrates the importance of public opinion as an instrument of popular control and democratic accountability. Expert contributors in the field provide a thorough review of a variety of theoretical and methodological approaches to the study of this timely topic.
Book Synopsis Dynamic Democracy by : Devin Caughey
Download or read book Dynamic Democracy written by Devin Caughey and published by University of Chicago Press. This book was released on 2022-11-14 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new perspective on policy responsiveness in American government. Scholars of American politics have long been skeptical of ordinary citizens’ capacity to influence, let alone control, their governments. Drawing on over eight decades of state-level evidence on public opinion, elections, and policymaking, Devin Caughey and Christopher Warshaw pose a powerful challenge to this pessimistic view. Their research reveals that although American democracy cannot be taken for granted, state policymaking is far more responsive to citizens’ demands than skeptics claim. Although governments respond sluggishly in the short term, over the long term, electoral incentives induce state parties and politicians—and ultimately policymaking—to adapt to voters’ preferences The authors take an empirical and theoretical approach that allows them to assess democracy as a dynamic process. Their evidence across states and over time gives them new leverage to assess relevant outcomes and trends, including the evolution of mass partisanship, mass ideology, and the relationship between partisanship and ideology since the mid-twentieth century; the nationalization of state-level politics; the mechanisms through which voters hold incumbents accountable; the performance of moderate candidates relative to extreme candidates; and the quality of state-level democracy today relative to state-level democracy in other periods.
Book Synopsis Handbook of Nonresponse in Household Surveys by : Jelke Bethlehem
Download or read book Handbook of Nonresponse in Household Surveys written by Jelke Bethlehem and published by John Wiley & Sons. This book was released on 2011-04-27 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive, one-stop guide to identifying, reducing, and managing nonresponse in household surveys Nonresponse and its impact on the sample selection mechanism of a survey is a common problem that often arises while collecting survey data. Handbook of Nonresponse in Household Surveys is a complete guide to handling the nonresponse problem, outlining statistical methods and techniques for improving response rates and correcting response data. The authors begin with an introduction to the nonresponse problem along with basic concepts and definitions. Subsequent chapters present current theories and methods that enable survey researchers to skillfully account for nonresponse in their research. Exploring the latest developments in the field, the book also features: An introduction to the R-indicator as an indicator of survey quality Discussion of the different causes of nonresponse Extensive treatment of the selection and use of auxiliary information Best practices for re-approaching nonrespondents An overview of advanced nonresponse correction techniques Coverage of adaptive survey design Throughout the book, the treatment of each topic is presented in a uniform fashion. Following an introduction, each chapter presents the key theories and formulas underlying the topic and then illustrates common applications. Discussion concludes with a summary of the main concepts as well as a glossary of key terms and a set of exercises that allows readers to test their comprehension of the presented material. Examples using real survey data are provided, and a related website features additional data sets, which can be easily analyzed using Stata® or SPSS® software. Handbook of Nonresponse in Household Surveys is an essential reference for survey researchers working in the fields of business, economics, government, and the social sciences who gather, analyze, and draw results from data. It is also a suitable supplement for courses on survey methods at the upper-undergraduate and graduate levels.
Book Synopsis Nonresponse in Social Science Surveys by : National Research Council
Download or read book Nonresponse in Social Science Surveys written by National Research Council and published by National Academies Press. This book was released on 2013-10-26 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: For many household surveys in the United States, responses rates have been steadily declining for at least the past two decades. A similar decline in survey response can be observed in all wealthy countries. Efforts to raise response rates have used such strategies as monetary incentives or repeated attempts to contact sample members and obtain completed interviews, but these strategies increase the costs of surveys. This review addresses the core issues regarding survey nonresponse. It considers why response rates are declining and what that means for the accuracy of survey results. These trends are of particular concern for the social science community, which is heavily invested in obtaining information from household surveys. The evidence to date makes it apparent that current trends in nonresponse, if not arrested, threaten to undermine the potential of household surveys to elicit information that assists in understanding social and economic issues. The trends also threaten to weaken the validity of inferences drawn from estimates based on those surveys. High nonresponse rates create the potential or risk for bias in estimates and affect survey design, data collection, estimation, and analysis. The survey community is painfully aware of these trends and has responded aggressively to these threats. The interview modes employed by surveys in the public and private sectors have proliferated as new technologies and methods have emerged and matured. To the traditional trio of mail, telephone, and face-to-face surveys have been added interactive voice response (IVR), audio computer-assisted self-interviewing (ACASI), web surveys, and a number of hybrid methods. Similarly, a growing research agenda has emerged in the past decade or so focused on seeking solutions to various aspects of the problem of survey nonresponse; the potential solutions that have been considered range from better training and deployment of interviewers to more use of incentives, better use of the information collected in the data collection, and increased use of auxiliary information from other sources in survey design and data collection. Nonresponse in Social Science Surveys: A Research Agenda also documents the increased use of information collected in the survey process in nonresponse adjustment.
Book Synopsis Measuring Respirator Use in the Workplace by : National Research Council
Download or read book Measuring Respirator Use in the Workplace written by National Research Council and published by National Academies Press. This book was released on 2007-06-21 with total page 94 pages. Available in PDF, EPUB and Kindle. Book excerpt: Respirators are used in a variety of workplaces including emergency response, mining operations, construction, manufacturing, and hospitals. In 2001, National Institute of Occupational Safety and Health (NIOSH) and Bureau of Labor Statistics commissioned a nationwide survey of respirator use in the workplace, the results of which were published in the 2003 report Respirator Usage in Private Sector Firms. The purpose of the survey was to evaluate respirator use and practices, including training practices and the value of respirator manufacturer's instruction, in order to help guide NIOSH respirator certification and research. This National Research Council (NRC) report evaluates the survey in terms of several measures such as the adequacy and appropriateness of the survey instrument, the survey methodology, data analysis, and the conclusions drawn from the data. The NRC report finds that the survey was an important first step in collecting respiratory protection data from a probability sample but that several improvements could be made in survey design and analysis. Based on the review of the survey, the NRC report concludes that data on respirator use would be best provided by employers and employees in the context of the work setting.
Book Synopsis Sample Design, Sampling Weights, Imputation, and Variance Estimation in the 1995 National Survey of Family Growth by :
Download or read book Sample Design, Sampling Weights, Imputation, and Variance Estimation in the 1995 National Survey of Family Growth written by and published by Department of Health and Human Services. This book was released on 1998 with total page 76 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Latent Class Analysis of Survey Error by : Paul P. Biemer
Download or read book Latent Class Analysis of Survey Error written by Paul P. Biemer and published by John Wiley & Sons. This book was released on 2011-03-16 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: Combining theoretical, methodological, and practical aspects, Latent Class Analysis of Survey Error successfully guides readers through the accurate interpretation of survey results for quality evaluation and improvement. This book is a comprehensive resource on the key statistical tools and techniques employed during the modeling and estimation of classification errors, featuring a special focus on both latent class analysis (LCA) techniques and models for categorical data from complex sample surveys. Drawing from his extensive experience in the field of survey methodology, the author examines early models for survey measurement error and identifies their similarities and differences as well as their strengths and weaknesses. Subsequent chapters treat topics related to modeling, estimating, and reducing errors in surveys, including: Measurement error modeling forcategorical data The Hui-Walter model and othermethods for two indicators The EM algorithm and its role in latentclass model parameter estimation Latent class models for three ormore indicators Techniques for interpretation of modelparameter estimates Advanced topics in LCA, including sparse data, boundary values, unidentifiability, and local maxima Special considerations for analyzing datafrom clustered and unequal probability samples with nonresponse The current state of LCA and MLCA (multilevel latent class analysis), and an insightful discussion on areas for further research Throughout the book, more than 100 real-world examples describe the presented methods in detail, and readers are guided through the use of lEM software to replicate the presented analyses. Appendices supply a primer on categorical data analysis, and a related Web site houses the lEM software. Extensively class-tested to ensure an accessible presentation, Latent Class Analysis of Survey Error is an excellent book for courses on measurement error and survey methodology at the graduate level. The book also serves as a valuable reference for researchers and practitioners working in business, government, and the social sciences who develop, implement, or evaluate surveys.
Book Synopsis Survey Sampling Principles by : E.K. Foreman
Download or read book Survey Sampling Principles written by E.K. Foreman and published by CRC Press. This book was released on 1991-06-28 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to the essentially mathematical principles of survey sampling as they are applied in practice. Intended for survey sampling theorists and practitioners, as a guide for those who may have to design and conduct a survey, and for those commissioning, organizing, and overseeing survey op
Download or read book Vital and Health Statistics written by and published by . This book was released on 1976 with total page 604 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Advances in Telephone Survey Methodology by : James M. Lepkowski
Download or read book Advances in Telephone Survey Methodology written by James M. Lepkowski and published by John Wiley & Sons. This book was released on 2007-11-09 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt: A complete and comprehensive collaboration providing insight on future approaches to telephone survey methodology Over the past fifteen years, advances in technology have transformed the field of survey methodology, from how interviews are conducted to the management and analysis of compiled data. Advances in Telephone Survey Methodology is an all—encompassing and authoritative resource that presents a theoretical, methodological, and statistical treatment of current practices while also establishing a discussion on how state—of—the—art developments in telecommunications have and will continue to revolutionize the telephone survey process. Seventy—five prominent international researchers and practitioners from government, academic, and private sectors have collaborated on this pioneering volume to discuss basic survey techniques and introduce the future directions of the telephone survey. Concepts and findings are organized in four parts—sampling and estimation, data collection, operations, and nonresponse—equipping the reader with the needed practical applications to approach issues such as choice of target population, sample design, questionnaire construction, interviewing training, and measurement error. The book also introduces important topics that have been overlooked in previous literature, including: The impact of mobile telephones on telephone surveys and the rising presence of mobile—only households worldwide The design and construction of questionnaires using Computer Assisted Telephone Interviewing (CATI) software The emerging use of wireless communication and Voice over Internet Protocol (VoIP) versus the telephone Methods for measuring and improving interviewer performance and productivity Privacy, confidentiality, and respondent burden as main factors in telephone survey nonresponse Procedures for the adjustment of nonresponse in telephone surveys In—depth reviews of the literature presented along with a full bibliography, assembled from references throughout the world Advances in Telephone Survey Methodology is an indispensable reference for survey researchers and practitioners in almost any discipline involving research methods such as sociology, social psychology, survey methodology, and statistics. This book also serves as an excellent text for courses and seminars on survey methods at the undergraduate and graduate levels.
Book Synopsis Weighting for Non-response by : David Elliot
Download or read book Weighting for Non-response written by David Elliot and published by . This book was released on 1991 with total page 67 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Series A--Methodological Report by :
Download or read book Series A--Methodological Report written by and published by . This book was released on 1983 with total page 80 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis The SAGE Handbook of Survey Methodology by : Christof Wolf
Download or read book The SAGE Handbook of Survey Methodology written by Christof Wolf and published by SAGE. This book was released on 2016-03-24 with total page 741 pages. Available in PDF, EPUB and Kindle. Book excerpt: With a particular focus on the complexities of cross-national, comparative survey research, explored by a team of international experts at local and national levels, this exciting new handbook provides readers with a cutting-edge resource.
