Applied Survey Data Analysis - Steven G. Heeringa, Brady T. West, Steve G. Heeringa, Patricia A. Berglund

Applied Survey Data Analysis

Buch | Hardcover
568 Seiten
2017 | 2nd edition
Chapman & Hall/CRC (Verlag)
978-1-4987-6160-4 (ISBN)
105,95 inkl. MwSt
This book provides an 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 examples the analysis of survey data.
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.

Steve G. Heeringa is a research scientist in the Survey Methodology Program, the director of the Statistical and Research Design Group in the Survey Research Center, and the director of the Summer Institute in Survey Research Techniques at the University of Michigan’s Institute for Social Research. Brady T. West is a Research Associate Professor in the Survey Research Center at the University of Michigan’s Institute for Social Research. He is also a statistical consultant on the Consulting for Statistics, Computing, and Analytics Research (CSCAR) team at the University of Michigan. Patricia A. Berglund is a senior research associate in the Youth and Social Indicators Program and Survey Methodology Program in the Survey Research Center at the University of Michigan’s Institute for Social Research.

Preface

Applied Survey Data Analysis: An Overview

Getting to Know the Complex Sample Design

Foundations and Techniques for Design-based Estimation and Inference

Preparation for Complex Sample Survey Data Analysis

Descriptive Analysis for Continuous Variables

Categorical Data Analysis

Linear Regression Models

Logistic Regression and Generalized Linear Models for Binary Survey Variables

Generalized Linear Models for Multinomial, Ordinal and Count Variables

Survival Analysis of Event History Survey Data

Analysis of Longitudinal Complex Sample Survey Data

Imputation of Missing Data: Practical Methods and Applications for Survey Analysts

Advanced Topics in the Analysis of Survey Data

Appendix A: Software Overview

Erscheinungsdatum
Reihe/Serie Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences
Zusatzinfo 87 Tables, black and white; 26 Line drawings, black and white; 20 Halftones, black and white; 46 Illustrations, black and white
Sprache englisch
Maße 156 x 234 mm
Gewicht 975 g
Themenwelt Geisteswissenschaften Psychologie
Informatik Software Entwicklung User Interfaces (HCI)
Mathematik / Informatik Mathematik
ISBN-10 1-4987-6160-7 / 1498761607
ISBN-13 978-1-4987-6160-4 / 9781498761604
Zustand Neuware
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