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OverviewFull Product DetailsAuthor: Marley W. WatkinsPublisher: Taylor & Francis Ltd Imprint: Routledge Weight: 0.410kg ISBN: 9780367710316ISBN 10: 0367710315 Pages: 204 Publication Date: 22 June 2021 Audience: College/higher education , Postgraduate, Research & Scholarly , Postgraduate, Research & Scholarly Format: Paperback Publisher's Status: Active Availability: In Print ![]() This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us. Table of ContentsList of Figures Preface 1. Introduction: Historical Foundations 2. Data 3. SPSS Software 4. Importing and Saving Data 5. Decision Steps in Exploratory Factor Analysis 6. Step 1: Variables to Include 7. Step 2: Participants 8. Step 3: Data Screening 9. Step 4: Is Exploratory Factor Analysis Appropriate? 10. Step 5: Factor Analysis Model 11. Step 6: Factor Extraction Method 12. Step 7: How Many Factors to Retain 13. Step 8: Rotate Factors 14. Step 9: Interpret Exploratory Factor Analysis Results 15. Step 10: Report Exploratory Factor Analysis Results 16. Exploratory Factor Analysis with Categorical Variables 17. Higher-Order and Bifactor Models 18. Exploratory Versus Confirmatory Factor Analysis 19. Practice Exercises References and ResourcesIndexReviewsThis book is an important contribution to the field. I have been publishing articles using EFA for over 30 years, yet it provided me with new insights and information on EFA. More importantly, the material is easy to follow and accessible to researchers and graduate students new to EFA. I highly recommend it to anyone seeking to become competent in EFA. Joseph J. Glutting, University of Delaware, USA This book provides a remarkably clear and detailed presentation of best practices in exploratory factor analysis (EFA) that will be of tremendous help to those first learning to understand and conduct EFA and also a great resource for already using EFA or teaching its use. Its well organized and sequenced presentation of historical development and contemporary use, including annotated descriptions and illustrations, and sample data sets for practice, are invaluable for instruction or self-guided learning. As one who routinely conducts EFA using SPSS I have welcomed Dr. Watkins' creation and free distribution of standalone software to conduct various analyses related to EFA that are not available in SPSS (although they should be) and examples of their use (as well as other applications or SPSS syntax published in the literature) are indispensable resources. I cannot recommend this book more highly! Gary L. Canivez, Eastern Illinois University, USA A Step-by-Step Guide to Exploratory Factor Analysis with SPSS offers not only an explanation of how to use the SPSS syntax but also a clear overview of how to conduct an EFA. It is a valuable resource for students and researchers alike. Stefan C. Dombrowski, Rider University, USA This is by far, the best book of its kind. Professor Watkins has an accessible and engaging writing style that nicely blends underlying theoretical assumptions of exploratory factor analysis with easy-to-follow, practical suggestions for the statistical calculations. This text will be a tremendous resource for beginning, intermediate, and advanced researchers. Highly recommended! Joseph C. Kush, Duquesne University, USA This book is an important contribution to the field. I have been publishing articles using EFA for over 30 years, yet it provided me with new insights and information on EFA. More importantly, the material is easy to follow and accessible to researchers and graduate students new to EFA. I highly recommend it to anyone seeking to become competent in EFA. - Joseph J. Glutting, University of Delaware, USA This book provides a remarkably clear and detailed presentation of best practices in exploratory factor analysis (EFA) that will be of tremendous help to those first learning to understand and conduct EFA and also a great resource for already using EFA or teaching its use. Its well organized and sequenced presentation of historical development and contemporary use, including annotated descriptions and illustrations, and sample data sets for practice, are invaluable for instruction or self-guided learning. As one who routinely conducts EFA using SPSS I have welcomed Dr. Watkins' creation and free distribution of standalone software to conduct various analyses related to EFA that are not available in SPSS (although they should be) and examples of their use (as well as other applications or SPSS syntax published in the literature) are indispensable resources. I cannot recommend this book more highly! - Gary L. Canivez, Eastern Illinois University, USA A Step-by-Step Guide to Exploratory Factor Analysis with SPSS offers not only an explanation of how to use the SPSS syntax but also a clear overview of how to conduct an EFA. It is a valuable resource for students and researchers alike. - Stefan C. Dombrowski, Rider University, USA This is by far, the best book of its kind. Professor Watkins has an accessible and engaging writing style that nicely blends underlying theoretical assumptions of exploratory factor analysis with easy-to-follow, practical suggestions for the statistical calculations. This text will be a tremendous resource for beginning, intermediate, and advanced researchers. Highly recommended! - Joseph C. Kush, Duquesne University, USA ""This book is an important contribution to the field. I have been publishing articles using EFA for over 30 years, yet it provided me with new insights and information on EFA. More importantly, the material is easy to follow and accessible to researchers and graduate students new to EFA. I highly recommend it to anyone seeking to become competent in EFA."" – Joseph J. Glutting, University of Delaware, USA ""This book provides a remarkably clear and detailed presentation of best practices in exploratory factor analysis (EFA) that will be of tremendous help to those first learning to understand and conduct EFA and also a great resource for already using EFA or teaching its use. Its well organized and sequenced presentation of historical development and contemporary use, including annotated descriptions and illustrations, and sample data sets for practice, are invaluable for instruction or self-guided learning. As one who routinely conducts EFA using SPSS I have welcomed Dr. Watkins’ creation and free distribution of standalone software to conduct various analyses related to EFA that are not available in SPSS (although they should be) and examples of their use (as well as other applications or SPSS syntax published in the literature) are indispensable resources. I cannot recommend this book more highly!"" – Gary L. Canivez, Eastern Illinois University, USA ""A Step-by-Step Guide to Exploratory Factor Analysis with SPSS offers not only an explanation of how to use the SPSS syntax but also a clear overview of how to conduct an EFA. It is a valuable resource for students and researchers alike."" – Stefan C. Dombrowski, Rider University, USA ""This is by far, the best book of its kind. Professor Watkins has an accessible and engaging writing style that nicely blends underlying theoretical assumptions of exploratory factor analysis with easy-to-follow, practical suggestions for the statistical calculations. This text will be a tremendous resource for beginning, intermediate, and advanced researchers. Highly recommended!"" – Joseph C. Kush, Duquesne University, USA ""This book is an important contribution to the field. I have been publishing articles using EFA for over 30 years, yet it provided me with new insights and information on EFA. More importantly, the material is easy to follow and accessible to researchers and graduate students new to EFA. I highly recommend it to anyone seeking to become competent in EFA."" Joseph J. Glutting, University of Delaware, USA ""This book provides a remarkably clear and detailed presentation of best practices in exploratory factor analysis (EFA) that will be of tremendous help to those first learning to understand and conduct EFA and also a great resource for already using EFA or teaching its use. Its well organized and sequenced presentation of historical development and contemporary use, including annotated descriptions and illustrations, and sample data sets for practice, are invaluable for instruction or self-guided learning. As one who routinely conducts EFA using SPSS I have welcomed Dr. Watkins’ creation and free distribution of standalone software to conduct various analyses related to EFA that are not available in SPSS (although they should be) and examples of their use (as well as other applications or SPSS syntax published in the literature) are indispensable resources. I cannot recommend this book more highly!"" Gary L. Canivez, Eastern Illinois University, USA ""A Step-by-Step Guide to Exploratory Factor Analysis with SPSS offers not only an explanation of how to use the SPSS syntax but also a clear overview of how to conduct an EFA. It is a valuable resource for students and researchers alike."" Stefan C. Dombrowski, Rider University, USA ""This is by far, the best book of its kind. Professor Watkins has an accessible and engaging writing style that nicely blends underlying theoretical assumptions of exploratory factor analysis with easy-to-follow, practical suggestions for the statistical calculations. This text will be a tremendous resource for beginning, intermediate, and advanced researchers. Highly recommended!"" Joseph C. Kush, Duquesne University, USA Author InformationMarley W. Watkins earned a Ph.D. in Educational Psychology and Measurements with a specialty in School Psychology from the University of Nebraska-Lincoln, USA. He is currently Research Professor in the Department of Educational Psychology at Baylor University, USA, and has authored more than 200 articles, books, and chapters and presented more than 150 papers at professional conferences. Tab Content 6Author Website:Countries AvailableAll regions |