Analyzing Complex Survey Data

Author : Taylor H. Lewis
Publisher : CRC Press
Page : 341 pages
File Size : 43,7 Mb
Release : 2016-09-15
Category : Mathematics
ISBN : 9781498776806

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Complex Survey Data Analysis with SAS by Taylor H. Lewis Pdf

Complex Survey Data Analysis with SAS® is an invaluable resource for applied researchers analyzing data generated from a sample design involving any combination of stratification, clustering, unequal weights, or finite population correction factors. After clearly explaining how the presence of these features can invalidate the assumptions underlying most traditional statistical techniques, this book equips readers with the knowledge to confidently account for them during the estimation and inference process by employing the SURVEY family of SAS/STAT® procedures. The book offers comprehensive coverage of the most essential topics, including: Drawing random samples Descriptive statistics for continuous and categorical variables Fitting and interpreting linear and logistic regression models Survival analysis Domain estimation Replication variance estimation methods Weight adjustment and imputation methods for handling missing data The easy-to-follow examples are drawn from real-world survey data sets spanning multiple disciplines, all of which can be downloaded for free along with syntax files from the author’s website: http://mason.gmu.edu/~tlewis18/. While other books may touch on some of the same issues and nuances of complex survey data analysis, none features SAS exclusively and as exhaustively. Another unique aspect of this book is its abundance of handy workarounds for certain techniques not yet supported as of SAS Version 9.4, such as the ratio estimator for a total and the bootstrap for variance estimation. Taylor H. Lewis is a PhD graduate of the Joint Program in Survey Methodology at the University of Maryland, College Park, and an adjunct professor in the George Mason University Department of Statistics. An avid SAS user for 15 years, he is a SAS Certified Advanced programmer and a nationally recognized SAS educator who has produced dozens of papers and workshops illustrating how to efficiently and effectively conduct statistical analyses using SAS.

Author : Eun Sul Lee,Ronald N. Forthofer
Publisher : SAGE
Page : 108 pages
File Size : 48,8 Mb
Release : 2006
Category : Mathematics
ISBN : 0761930388

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Analyzing Complex Survey Data by Eun Sul Lee,Ronald N. Forthofer Pdf

In this introduction to the different ways of analysing complex survey data, the authors consider new analytical approaches, review new software and introduce a model-based analysis that can be used for well-designed and relatively small-scale social surveys.

Author : Eun Sul Lee,Ron N. Forthofer,Ronald J. Lorimor
Publisher : Unknown
Page : 94 pages
File Size : 52,5 Mb
Release : 1989
Category : Mathematical statistics
ISBN : STANFORD:36105040984317

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Analyzing Complex Survey Data by Eun Sul Lee,Ron N. Forthofer,Ronald J. Lorimor Pdf

Author : Thomas Lumley
Publisher : John Wiley & Sons
Page : 329 pages
File Size : 44,7 Mb
Release : 2011-09-20
Category : Mathematics
ISBN : 9781118210932

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Complex Surveys by Thomas Lumley Pdf

A complete guide to carrying out complex survey analysis using R As survey analysis continues to serve as a core component of sociological research, researchers are increasingly relying upon data gathered from complex surveys to carry out traditional analyses. Complex Surveys is a practical guide to the analysis of this kind of data using R, the freely available and downloadable statistical programming language. As creator of the specific survey package for R, the author provides the ultimate presentation of how to successfully use the software for analyzing data from complex surveys while also utilizing the most current data from health and social sciences studies to demonstrate the application of survey research methods in these fields. The book begins with coverage of basic tools and topics within survey analysis such as simple and stratified sampling, cluster sampling, linear regression, and categorical data regression. Subsequent chapters delve into more technical aspects of complex survey analysis, including post-stratification, two-phase sampling, missing data, and causal inference. Throughout the book, an emphasis is placed on graphics, regression modeling, and two-phase designs. In addition, the author supplies a unique discussion of epidemiological two-phase designs as well as probability-weighting for causal inference. All of the book's examples and figures are generated using R, and a related Web site provides the R code that allows readers to reproduce the presented content. Each chapter concludes with exercises that vary in level of complexity, and detailed appendices outline additional mathematical and computational descriptions to assist readers with comparing results from various software systems. Complex Surveys is an excellent book for courses on sampling and complex surveys at the upper-undergraduate and graduate levels. It is also a practical reference guide for applied statisticians and practitioners in the social and health sciences who use statistics in their everyday work.

Author : R. L. Chambers,C. J. Skinner
Publisher : John Wiley & Sons
Page : 398 pages
File Size : 44,9 Mb
Release : 2003-08-01
Category : Mathematics
ISBN : 9780470864395

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Analysis of Survey Data by R. L. Chambers,C. J. Skinner Pdf

This book is concerned with statistical methods for the analysis of data collected from a survey. A survey could consist of data collected from a questionnaire or from measurements, such as those taken as part of a quality control process. Concerned with the statistical methods for the analysis of sample survey data, this book will update and extend the successful book edited by Skinner, Holt and Smith on 'Analysis of Complex Surveys'. The focus will be on methodological issues, which arise when applying statistical methods to sample survey data and will discuss in detail the impact of complex sampling schemes. Further issues, such as how to deal with missing data and measurement of error will also be critically discussed. There have significant improvements in statistical software which implement complex sampling schemes (eg SUDAAN, STATA, WESVAR, PC CARP ) in the last decade and there is greater need for practical advice for those analysing survey data. To ensure a broad audience, the statistical theory will be made accessible through the use of practical examples. This book will be accessible to a broad audience of statisticians but will primarily be of interest to practitioners analysing survey data. Increased awareness by social scientists of the variety of powerful statistical methods will make this book a useful reference.

Author : Steven G. Heeringa,Brady T. West,Patricia A. Berglund
Publisher : CRC Press
Page : 568 pages
File Size : 48,7 Mb
Release : 2017-07-12
Category : Mathematics
ISBN : 9781498761611

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Applied Survey Data Analysis by Steven G. Heeringa,Brady T. West,Patricia A. Berglund Pdf

Highly recommended by the Journal of Official Statistics, The American Statistician, and other journals, Applied Survey Data Analysis, Second Edition provides an up-to-date overview of state-of-the-art approaches to the analysis of complex sample survey data. Building on the wealth of material on practical approaches to descriptive analysis and regression modeling from the first edition, this second edition expands the topics covered and presents more step-by-step examples of modern approaches to the analysis of survey data using the newest statistical software. Designed for readers working in a wide array of disciplines who use survey data in their work, this book continues to provide a useful framework for integrating more in-depth studies of the theory and methods of survey data analysis. An example-driven guide to the applied statistical analysis and interpretation of survey data, the second edition contains many new examples and practical exercises based on recent versions of real-world survey data sets. Although the authors continue to use Stata for most examples in the text, they also continue to offer SAS, SPSS, SUDAAN, R, WesVar, IVEware, and Mplus software code for replicating the examples on the book’s updated website.

Author : Steven G. Heeringa,Brady T. West,Patricia A. Berglund
Publisher : CRC Press
Page : 790 pages
File Size : 42,8 Mb
Release : 2017-07-12
Category : Mathematics
ISBN : 9781351649308

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Applied Survey Data Analysis by Steven G. Heeringa,Brady T. West,Patricia A. Berglund Pdf

Highly recommended by the Journal of Official Statistics, The American Statistician, and other journals, Applied Survey Data Analysis, Second Edition provides an up-to-date overview of state-of-the-art approaches to the analysis of complex sample survey data. Building on the wealth of material on practical approaches to descriptive analysis and regression modeling from the first edition, this second edition expands the topics covered and presents more step-by-step examples of modern approaches to the analysis of survey data using the newest statistical software. Designed for readers working in a wide array of disciplines who use survey data in their work, this book continues to provide a useful framework for integrating more in-depth studies of the theory and methods of survey data analysis. An example-driven guide to the applied statistical analysis and interpretation of survey data, the second edition contains many new examples and practical exercises based on recent versions of real-world survey data sets. Although the authors continue to use Stata for most examples in the text, they also continue to offer SAS, SPSS, SUDAAN, R, WesVar, IVEware, and Mplus software code for replicating the examples on the book’s updated website.

Author : Vimal S.Swaan
Publisher : Createspace Independent Publishing Platform
Page : 332 pages
File Size : 54,9 Mb
Release : 2017-05-16
Category : Electronic
ISBN : 1981566287

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Complex Survey Data Analysis with SAS by Vimal S.Swaan Pdf

Complex Survey Data Analysis with SAS(R) is an invaluable resource for applied researchers analyzing data generated from a sample design involving any combination of stratification, clustering, unequal weights, or finite population correction factors. After clearly explaining how the presence of these features can invalidate the assumptions underlying most traditional statistical techniques, this book equips readers with the knowledge to confidently account for them during the estimation and inference process by employing the SURVEY family of SAS/STAT(R) procedures. The book offers comprehensive coverage of the most essential topics, including: Drawing random samples Descriptive statistics for continuous and categorical variables Fitting and interpreting linear and logistic regression models Survival analysis Domain estimation Replication variance estimation methods Weight adjustment and imputation methods for handling missing data The easy-to-follow examples are drawn from real-world survey data sets spanning multiple disciplines, all of which can be downloaded for free along with syntax files from the author's website: http: //mason.gmu.edu/ tlewis18/. While other books may touch on some of the same issues and nuances of complex survey data analysis, none features SAS exclusively and as exhaustively. Another unique aspect of this book is its abundance of handy workarounds for certain techniques not yet supported as of SAS Version 9.4, such as the ratio estimator for a total and the bootstrap for variance estimation.

Author : C. J. Skinner,D. Holt,T. M. F. Smith
Publisher : Unknown
Page : 334 pages
File Size : 42,9 Mb
Release : 1989-11-24
Category : Mathematics
ISBN : UOM:39015015324141

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Analysis of Complex Surveys by C. J. Skinner,D. Holt,T. M. F. Smith Pdf

This study discusses appropriate principles and methods for the analysis of surveys, such as stratified multi-stage sampling, as well as the complex structure of the populations upon which these designs are based. It features essays on current research written by international experts.

Author : Edward L. Korn,Barry I. Graubard
Publisher : John Wiley & Sons
Page : 408 pages
File Size : 41,5 Mb
Release : 2011-01-25
Category : Mathematics
ISBN : 9781118030868

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Analysis of Health Surveys by Edward L. Korn,Barry I. Graubard Pdf

How to apply statistical methods to survey data--a guide toeffective analysis of health surveys. With large health surveys becoming increasingly available forpublic use, researchers with little experience in survey methodsare often faced with analyzing data from surveys to addressscientific and programmatic questions. This practical book providesstatistical techniques for use in survey analysis, making healthsurveys accessible to statisticians, biostatisticians,epidemiologists, and health researchers. The authors clearlyexplain the theory and methods of survey analysis along withreal-world applications. They draw on their work at the NationalInstitutes of Health as well as up-to-date information from acrossthe literature to present: * The sampling background necessary to understand health surveys. * The application of such techniques as t-tests, linear regression,logistic regression, and survival analysis to survey data. * The use of sample weights in survey data analysis. * Dealing with complications in variance estimation in large healthsurveys. * Applications involving cross-sectional, longitudinal, andmultiple cross-sectional surveys, and the use of surveys to performpopulation- based case-control analyses. * Guidance on the correct use of statistical methods found insoftware packages. * Extensive bibliography.

Author : Jerry J. Vaske
Publisher : Venture Publishing (PA)
Page : 0 pages
File Size : 49,7 Mb
Release : 2008
Category : Parks
ISBN : 1892132796

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Survey Research and Analysis by Jerry J. Vaske Pdf

Theoretical concepts used in parks, recreation, and human dimensions of natural resources are explained in this book, as well as how survey questions can be created to measure these concepts. Recommendations are offered to facilitate survey design and implementation. Sampling strategies and procedures for weighting data to approximate populations of interest are discussed.

Author : Parimal Mukhopadhyay
Publisher : Springer
Page : 248 pages
File Size : 50,5 Mb
Release : 2016-05-21
Category : Mathematics
ISBN : 9789811008719

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Complex Surveys by Parimal Mukhopadhyay Pdf

The primary objective of this book is to study some of the research topics in the area of analysis of complex surveys which have not been covered in any book yet. It discusses the analysis of categorical data using three models: a full model, a log-linear model and a logistic regression model. It is a valuable resource for survey statisticians and practitioners in the field of sociology, biology, economics, psychology and other areas who have to use these procedures in their day-to-day work. It is also useful for courses on sampling and complex surveys at the upper-undergraduate and graduate levels. The importance of sample surveys today cannot be overstated. From voters’ behaviour to fields such as industry, agriculture, economics, sociology, psychology, investigators generally resort to survey sampling to obtain an assessment of the behaviour of the population they are interested in. Many large-scale sample surveys collect data using complex survey designs like multistage stratified cluster designs. The observations using these complex designs are not independently and identically distributed – an assumption on which the classical procedures of inference are based. This means that if classical tests are used for the analysis of such data, the inferences obtained will be inconsistent and often invalid. For this reason, many modified test procedures have been developed for this purpose over the last few decades.

Author : Richard Valliant,Jill A. Dever
Publisher : Unknown
Page : 183 pages
File Size : 43,7 Mb
Release : 2018
Category : Population
ISBN : 1597182605

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Survey Weights by Richard Valliant,Jill A. Dever Pdf

Survey Weights: A Step-by-Step Guide to Calculation is the first guide geared toward Stata users that systematically covers the major steps taken in creating survey weights. These weights are used to project a sample to some larger population and can be computed for either probability or nonprobability samples. Sample designs can range from simple, single-stage samples to more complex, multistage samples, each of which may use specialized steps in weighting to account for selection probabilities, nonresponse, inaccurate coverage of a population by a sample, and auxiliary data to improve precision and compensate for coverage errors. The authors provide many examples with Stata code.

Author : Angus Deaton
Publisher : World Bank Publications
Page : 492 pages
File Size : 45,7 Mb
Release : 1997
Category : Business & Economics
ISBN : 0801852544

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The Analysis of Household Surveys by Angus Deaton Pdf

Using data from several countries, including Cote d'Ivoire, India, Pakistan, Taiwan, and Thailand, this book analyzes household survey data from developing countries and illustrates how such data can be used to cast light on a range of short-term and long-term policy issues.

Author : Edith D. de Leeuw,Joop Hox,Don Dillman
Publisher : Routledge
Page : 560 pages
File Size : 51,9 Mb
Release : 2012-10-12
Category : Psychology
ISBN : 9781136910623

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International Handbook of Survey Methodology by Edith D. de Leeuw,Joop Hox,Don Dillman Pdf

Taking into account both traditional and emerging modes, this comprehensive new Handbook covers all major methodological and statistical issues in designing and analyzing surveys. With contributions from the world's leading survey methodologists and statisticians, this invaluable new resource provides guidance on collecting survey data and creating meaningful results. Featuring examples from a variety of countries, the book reviews such things as how to deal with sample designs, write survey questions, and collect data on the Internet. A thorough review of the procedures associated with multiple modes of collecting sample survey information and applying that combination of methods that fit the situation best is included. The International Handbook of Survey Methodology opens with the foundations of survey design, ranging from sources of error, to ethical issues. This is followed by a section on design that reviews sampling challenges and tips on writing and testing questions for multiple methods. Part three focuses on data collection, from face-to-face interviews, to Internet and interactive voice response, to special challenges involved in mixing these modes within one survey. Analyzing data from both simple and complex surveys is then explored, as well as procedures for adjusting data. The book concludes with a discussion of maintaining quality. Intended for advanced students and researchers in the behavioral, social, and health sciences, this "must have" resource will appeal to those interested in conducting or using survey data from anywhere in the world, especially those interested in comparing results across countries. The book also serves as a state-of-the-art text for graduate level courses and seminars on survey methodology. A companion website contains additional readings and examples.