Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence

Judith D. Singer (James Bryant Conant Professor),John B. Willett (Charles William Eliot Professor, Charles William Eliot Professor, both at Harvard University Graduate School of Education, USA)

Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence
Format
Hardback
Publisher
Oxford University Press Inc
Country
United States
Published
1 April 2003
Pages
644
ISBN
9780195152968

Applied Longitudinal Data Analysis: Modeling Change and Event Occurrence

Judith D. Singer (James Bryant Conant Professor),John B. Willett (Charles William Eliot Professor, Charles William Eliot Professor, both at Harvard University Graduate School of Education, USA)

Change is constant in everyday life. Infants crawl and then walk, children learn to read and write, teenagers mature in myriad ways, the elderly become frail and forgetful. Beyond these natural processes and events, external forces and interventions instigate and disrupt change: test scores may rise after a coaching course, drug abusers may remain abstinent after residential treatment. By charting changes over time and investigating whether and when events occur, researchers reveal the temporal rhythms of our lives. Applied Longitudinal Data Analysis is a much-needed professional book for empirical researchers and graduate students in the behavioral, social, and biomedical sciences. It offers the first accessible in-depth presentation of two of today’s most popular statistical methods: multilevel models for individual change and hazard/survival models for event occurrence (in both discrete- and continuous-time). Using clear, concise prose and real data sets from published studies, the authors take you step by step through complete analyses, from simple exploratory displays that reveal underlying patterns through sophisticated specifications of complex statistical models. Applied Longitudinal Data Analysis offers readers a private consultation session with internationally recognized experts and represents a unique contribution to the literature on quantitative empirical methods. Visit http://www.ats.ucla.edu/stat/examples/alda.htm for:BL Downloadable data sets BL Library of computer programs in SAS, SPSS, Stata, HLM, MLwiN, and more BL Additional material for data analysis

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