What is Quantitative Longitudinal Data Analysis?
Book information
Description
Across the social sciences, there is widespread agreement that quantitative longitudinal research designs offer analysts powerful scientific data resources. But, to date, most surveys have been written from a statistical, rather than a social science data analysis perspective and they lack adequate coverage of common practical challenges associated with social science data analyses. This book provides a practical and up-to-date introduction to influential approaches to quantitative longitudinal data analysis in the social sciences. The book introduces definitions and terms, explains the relative attractions of such a longitudinal design, and provides an accessible introduction to the main techniques of analysis, explaining their requirements, statistical properties and their substantive contribution The book is designed for postgraduates and researchers across the social sciences considering the use of quantitative longitudinal data resources in their research. It will also be an excellent text for undergraduate and postgraduate courses on advanced quantitative methods. Title Page Copyright Page Contents List of figures List of tables Preface Series editor’s foreword Acknowledgements Chapter 1: Introduction to quantitative longitudinal data Introduction Cross-sectional social surveys Longitudinal social surveys with repeated contacts Modes of survey data collection The Research value of repeated contacts quantitative longitudinal data Conclusions Chapter 2: Quantitative longitudinal datasets Large-scale panel studies The British Household Panel Survey UK Household Longitudinal Study – Understanding society Cohort studies The major British cohort studies Other British birth cohort studies Other longitudinal studies Cross-national and comparative longitudinal studies Conclusions Chapter 3: Temporal analysis with cross-sectional data Introduction Comparing survey measures An example of analysing pooled cross-sectional surveys Cross-national comparative research using repeated cross-sectional surveys Conclusions Chapter 4: The analysis of duration data Introduction Measuring durations Duration models Parametric duration models Competing risk models Discrete-time models Conclusions Chapter 5: The analysis of repeated contacts data Introduction Approaches to analysing panel data: Part 1 Approaches to analysing panel data: Part 2 Comparing different panel models: Example 1 Comparing different panel models: Example 2 Comparing fixed effects panel models and random effects panel models Panel models for binary outcomes Panel models with other outcomes Dynamic panel models Estimating random effects models in Stata Conclusions Chapter 6: Adopting the long view: A review of analytical methods The main message Using existing datasets Statistical models for quantitative longitudinal analyses Further methodological issues Speculation on the future of longitudinal social science datasets and other emerging resources Conclusions Chapter 7: Getting started The workflow Data enabling Using Stata Longitudinal data structures in Stata Last words Data citations Bibliography Index
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