Measurement error and research design

著者

    • Viswanathan, Madhu

書誌事項

Measurement error and research design

Madhu Viswanathan

Sage, c2005

  • : pbk

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注記

Includes bibliographical references (p. 393-411) and index

内容説明・目次

内容説明

Most books on measurement present a statistical orientation or an orientation toward measurement theory. Although these approaches are valuable, Measurement Error and Research Design is motivated by the lack of literature that enhances understanding of measurement error, its sources, and its effects on responses. This book's purpose is to enhance the design of research, both of measures and of methods. Author Madhu Viswanathan's work is organized around the meaning of measurement error. It begins with a brief overview of measurement principles supplemented with many examples to provide necessary background to the reader. It analyzes the various causes of different types of measurement error, the nature of responses that would characterize each type of error, and the pattern of empirical outcomes that would be observed. This approach provides guidance in developing and editing items and measures and in designing methods before the fact. It is also perfect for using empirical results to redesign items, measures, and methods. Measurement is treated at a nuts-and-bolts level with concrete examples or errors and empirical procedures. Measurement Error and Research Design is an ideal text for research methods courses across the social sciences, especially those in which a primer on measurement is needed. For the novice researcher, this book facilitates understanding of the basic principles of measurement required to design measures and methods for empirical research. For the experienced researcher, this book provides an in-depth analysis and discussion of the essence of measurement error and the procedures to minimize it. Most importantly, the book's unique approach bridges measurement and methodology through clear illustrations of the intangibles of scientific research. An author maintained website, features datasets and suggestions for using the book in courses. "Dr. Viswanathan has made an important contribution to the array of books available on measurement. In his book, he calls the reader's attention to types of errors encountered in measurement, how they are made, and most importantly, how researchers can go about identifying and eliminating them. If you are doing research, whether you are developing measures or using already developed measures, the information in this book will help you to understand how to investigate the limitations of the measures you work with." -Dennis L. Jackson, University of Windsor, Ontario, Canada "This book provides a useful systematic introduction to an important and neglected area, that of measurement error in the social sciences. It will prove valuable both to students studying this topic in courses, and to Ph.D. students and researchers starting to carry out social research under their own steam." -Dougal Hutchison, National Foundation for Educational Research

目次

Foreword - Richard Bagozzi Preface Acknowledgments 1. WHAT IS MEASUREMENT? Overview What Is Measurement Error? Overview of Traditional Measure Development Procedures Conceptual and Operational Definitions Domain Delineation Measure Design and Item Generation Internal Consistency Reliability Test-Retest Reliability Dimensionality - Exploratory Factor Analysis Dimensionality - Confirmatory Factor Analysis and Structural Equation Modeling Validity General Issues in Measurement Summary Appendices 2. WHAT IS MEASUREMENT ERROR? Overview Random Error Systematic Error Types of Random and Systematic Error Illustrations of Measurement Error Through Error Patterns Patterns of Responses in Measurement Error Summary Appendix 3. WHAT CAUSES MEASUREMENT ERROR? Overview Sources of Measurement Error Taxonomy of Error Sources Summary 4. CAN EMPIRICAL PROCEDURES PINPOINT TYPES OF MEASUREMENT ERROR? Overview Internal Consistency Reliability Procedures Test-Retest Reliability Procedures Factor Analysis Procedures Validity Tests Summary 5. HOW CAN MEASUREMENT ERROR BE IDENTIFIED AND CORRECTED FOR IN MEASURE DEVELOPMENT? Overview Guidelines for Identifying and Correcting For Error in Measure Development Generic Issues in Designing Psychometric Tests Item-to-Total Correlations (Internal Consistency Procedures) Item Means Test-Retest Correlations (Test-Retest Reliability) Factor Loadings (Exploratory Factor Analysis) Residuals (Confirmatory Factor Analysis) Cross-Construct Correlations (Validity Tests) Conditions of Future Use of Measures Discussion Summary 6. HOW CAN ERROR BE IDENTIFIED THROUGH INNOVATIVE DESIGN AND ANALYSES? Overview Using Internal Consistency and Test-Retest Reliability in Conjunction Using Correlations Across Item-Level Correlations Empirical Assessment of Item-Sequencing Effects Summary 7. HOW DO MEASURES DIFFER? Overview Stimulus-Centered Versus Respondent-Centered Scales Formative and Reflective Indicators of Constructs Summary 8. WHAT ARE EXAMPLES OF MEASURES AND MEASUREMENT ACROSS VARIOUS DISCIPLINES? Overview Types of Measures Types of Response Formats Specific Examples of Scales From Different Disciplines Cross-Cultural Measurement Summary 9. WHAT ARE THE IMPLICATIONS OF UNDERSTANDING MEASUREMENT ERROR FOR RESEARCH DESIGN AND ANALYSIS? Overview Implications for Using Measures in Research Design Implications for Using Structural Equation Modeling Implications for Applied Research Summary 10. HOW DOES MEASUREMENT ERROR AFFECT RESEARCH DESIGN? Overview Types of Research Designs Measurement Error in Survey Designs Measurement Error in Experimental Designs Research Design and Measurement Error Summary Appendices 11. WHAT IS THE ROLE OF MEASUREMENT IN SCIENCE? Overview Assumptions of Measurement Qualitative Versus Quantitative Research Measuring the "Measurable" From Physical to Psychological Measurement Informal Measurement Ethics in Measurement Summary 12. WHAT ARE THE KEY PRINCIPLES AND GUIDING ORIENTATIONS OF THIS BOOK? Overview Summary of Chapters Implications for Measurement and Research Design Summary of Orientations References Index About the Author

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