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Missing Data

Pdf Missing Data
Genre Social Science
Author Patrick E. McKnight,Katherine M. McKnight,Souraya Sidani,Aurelio Jos‚ Figueredo
Isbn 1606238205
File size 1644 kb
Year 2007-03-28
Pages 251
Language English
File format PDF

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Summary

While most books on missing data focus on applying sophisticated statistical techniques to deal with the problem after it has occurred, this volume provides a methodology for the control and prevention of missing data. In clear, nontechnical language, the authors help the reader understand the different types of missing data and their implications for the reliability, validity, and generalizability of a study’s conclusions. They provide practical recommendations for designing studies that decrease the likelihood of missing data, and for addressing this important issue when reporting study results. When statistical remedies are needed--such as deletion procedures, augmentation methods, and single imputation and multiple imputation procedures--the book also explains how to make sound decisions about their use. Patrick E. McKnight's website offers a periodically updated annotated bibliography on missing data and links to other Web resources that address missing data.

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