Principles of Data Management and Presentation |
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Comment from the Stata technical groupPrinciples of Data Management and Presentation by John P. Hoffman provides an excellent guide for understanding and presenting data. Geared toward students and researchers from the social and behavioral sciences, this book walks readers through the various stages of research and shows them how to perform data management and present data graphically using Stata. The author begins with an overview of the general research process and then demonstrates how readers can fine tune their research question. Hoffman lays groundwork for the book by discussing the different types of data, data formats, and variables. Readers learn how to import data, how to link datasets, and other valuable data management skills. The author then addresses the issue of missing data, including an in-depth look at why it occurs, the patterns missing data can have, and the different methods for addressing it. The book concludes with chapters on data presentation principles, tabular designs, and graphical presentation. This last section is particularly useful because it provides guidelines for displaying data and demonstrates how to produce a variety of graphs in Stata. The author draws from his academic experience to provide readers with a practical guide for several stages of social and behavioral research. It is filled with Stata examples throughout, along with summary notes and exercises at the end of each chapter. |
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Table of contentsView table of contents >> Preface
Acknowledgments
1 Why Research?
Why Research
What Is Research? Classifying Research Impediments to Conducting Sound Research How Can We Make Research Interesting and Persuasive? The Research Process Final Words 2 Developing Research Questions
Selecting a Topic
From Topic to Research Question Refining Research Questions An Example Final Words 3 Data
What Are Data?
Sources of Data From Concepts to Variables Forms of Data Final Words 4 Principles of Data Management
Codebooks
Documentation Coding Data Cleaning and Screening Naming Conventions Principles of File Management Final Words 5 Finding and Using Secondary Data
Types of Secondary Data
Why Use Secondary Data? Sources of Secondary Data Examples of Searching for, Downloading, and Importing Data A Simple Test of the Conceptual Model The Pew Research Center Data Final Words 6 Primary and Administrative Data
Principles for Primary Data
Administrative Data and Linking Datasets Final Words 7 Working with Missing Data
Why Are Missing Data a Problem?
Reasons for Missing Data Types of Missing Data Forms and Patterns of Missing Data Addressing Missing Data in the Analysis Stage Final Words 8 Principles of Data Presentation
Presenting Data
Visual Images First Principles: Clarity, Precision, and Efficiency Why Words Are Not Enough Types of Tables and Graphics Principles of Data Presentation Final Words 9 Designing Tables for Data Presentations
Table or Graphic?
Tables Examples of Tables Final Words 10 Designing Graphics for Data Presentations
Graphics
Examples of Graphics Where to Next? Final Words Appendix: Introduction to Statistical Software
Stata
SPSS SAS R Final Words References
Index
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