This timely, thoughtful book provides a clear introduction to using panel data in research. It describes the different types of panel datasets commonly used for empirical analysis, and how to use them for cross sectional, panel, and event history analysis. Longhi and Nandi then guide the reader through the data management and estimation process, including the interpretation of the results and the preparation of the final output tables. Using existing data sets and structured as hands-on exercises, each chapter engages with practical issues associated with using data in research. These include: Data cleaning Data preparation Computation of descriptive statistics Using sample weights Choosing and implementing the right estimator Interpreting results Preparing final output tables Graphical representation Written by experienced authors this exciting textbook provides the practical tools needed to use panel data in research.
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Each chapter in this introduction features existing data sets and hands-on exercises to present readers with all the practical tools needed to successfully use panel data in their research
PART ONE: DATA PREPARATION IN MICRO PANEL SURVEYS
Why Panel Surveys
Different Types of Panel Surveys
A First Look at the Data Using Stata
Preparing the Data for Longitudinal Analysis
Working with Multiple Datasets
Identifying Household Members and Matching Information of Spouses and Partners
PART TWO: ANALYSIS OF CROSS-SECTION AND PANEL DATA
Sample Design, Non-response and Weights
Analysis of Cross-Section Data
Analysis of Panel Data for Continuous Dependent Variables
Analysis of Panel Data for Discrete Dependent Variables
PART THREE: EVENT HISTORY: DATA PREPARATION AND ANALYSIS
Introduction to Duration Analysis
How to Use Retrospective History Data Files: an Example
Analysis of Event History Data
PART FOUR: PRESENTING YOUR RESULTS
Producing Output Tables and Graphs
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This book is exactly what I have been looking for in my teaching, as a valuable guide for graduate and advanced undergraduate students who are thinking of tackling panel data but feel overwhelmed by how complicated it seems compared to working with standard cross-sectional datasets. The authors nicely combine discussion of general statistical principles with lots of example Stata code demonstrating many types of analysis. Critically, the book tells students and researchers not only how to carry out analysis but shows how to prepare and manage panel data.
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Produktdetaljer
ISBN
9781446210871
Publisert
2014-12-09
Utgiver
Vendor
SAGE Publications Ltd
Vekt
590 gr
Høyde
242 mm
Bredde
170 mm
Aldersnivå
UP, P, 05, 06
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
344