Applied missing data analysis / Craig K. Enders.

"The most user-friendly and authoritative resource on missing data has been completely revised to make room for the latest developments that make handling missing data more effective. The second edition includes new methods based on factored regressions, newer model-based imputation strategies, and...

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Bibliographic Details
Uniform Title:Methodology in the social sciences.
Main Author: Enders, Craig K. (Author)
Language:English
Published: New York : The Guilford Press, [2022]
Edition:Second edition.
Series:Methodology in the social sciences.
Subjects:
Physical Description:xiv, 546 pages : illustrations ; 27 cm.
Format: Book
Description
Summary:
"The most user-friendly and authoritative resource on missing data has been completely revised to make room for the latest developments that make handling missing data more effective. The second edition includes new methods based on factored regressions, newer model-based imputation strategies, and innovations in Bayesian analysis. State-of-the-art technical literature on missing data is translated into accessible guidelines for applied researchers and graduate students. The second edition takes an even, three-pronged approach to maximum likelihood estimation (MLE), Bayesian estimation as an alternative to MLE, and multiple imputation. Consistently organized chapters explain the rationale and procedural details for each technique and illustrate the analyses with engaging worked-through examples on such topics as young adult smoking, employee turnover, and chronic pain. The companion website includes datasets and analysis examples from the book, up-to-date software information, and other resources. Subject areas/Key words: advanced quantitative methods, management, survey, longitudinal, structural equation modeling, handling, how to handle, incomplete, multivariate, social research, behavioral sciences, statistical techniques, textbooks, seminars, doctoral courses, multiple imputation, models, MCAR, MNAR, Bayesian Audience: Researchers and graduate students in psychology, education, management, family studies, public health, sociology, and political science"-- Provided by publisher.
Note:Revised edition of the author's Applied missing data analysis, c2010.
Call Number:HA29 .E497 2022
Bibliography Note:Includes bibliographical references and indexes.
ISBN:9781462549863
1462549861