The DOI matches its Crossref record.
Exploratory Factor Analysis
Abstract
Exploratory factor analysis (EFA) has played a major role in research conducted in the social sciences for more than 100 years, dating back to the pioneering work of Charles Spearman on mental abilities. Since that time, EFA has become one of the most commonly used quantitative methods in many of the social sciences, including psychology, business, sociology, education, political science, and communications. To a lesser extent, it has also been utilized within the physical and biological sciences. Despite its long and widespread usage in many domains, numerous aspects of the underlying theory and application of EFA are poorly understood by researchers. Indeed, perhaps no widely used quantitative method requires more decisions on the part of a researcher and offers as wide an array of procedural options as EFA does. This book provides a non-mathematical introduction to the underlying theory of EFA and reviews the key decisions that must be made in its implementation. Among the issues discussed are the use of EFA versus confirmatory factor analysis, the use of principal component analysis versus common factor analysis, procedures for determining the appropriate number of factors, and methods for rotating factor solutions. Explanations and illustrations of the application of different factor analytic procedures are provided for analyses using common statistical packages, as well as a free package available on the web. In addition, practical instructions are provided for conducting a number of useful factor analytic procedures not included in the statistical packages.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“Parallel Analysis [40] showed that one factor had to be retained because only one factor had an eigenvalue (raw data eigenvalue = 9.08) greater than the eigenvalue at the 95th percentile for randomly generated data (95th percentile eigenvalue = 1.53) [48].”
Citations
Cited by
Sorted by citations
Items 801–900 of 1,000
Lopes, J., Pinto, A. S., Eleutério, T., et al. (2022) · Water · doi:10.3390/w14162548 · Cited by 2
Çam, A. V., & DAŞTAN, A. (2022) · Selçuk Üniversitesi Sosyal Bilimler Meslek Yüksekokulu dergisi · doi:10.29249/selcuksbmyd.1124790 · Cited by 2
Özekici, Y. K. (2022) · Güncel Turizm Araştırmaları Dergisi · doi:10.32572/guntad.1037791 · Cited by 2
Rajkumar, K., & Njenga, K. (2022) · South African journal of information management · doi:10.4102/sajim.v24i1.1526 · Cited by 2
Barral, P. E., Miranda, A. R., Cortez, M. V., Scotta, A. V., & Soria, E. A. (2022) · Psychology of Language and Communication · doi:10.2478/plc-2022-0021 · Cited by 2
Povjerenje u institucije i stavovi o ekonomiji
Vuksan-Ćusa, B., & Henjak, A. (2022) · Anali Hrvatskog politološkog društva · doi:10.20901/an.19.04 · Cited by 2
Determinants Affecting Intention to Use E-Wallets in Vietnam: An Empirical Case of Momo
Huy, D. G., & Huynh, A.-V. (2023) · KnE Social Sciences · doi:10.18502/kss.v8i20.14598 · Cited by 2
Cognitive Biases Impact on Investor’s Investment Decision of Retail Mutual Fund Investor
Chadha, M. (2024) · European Economic Letters (EEL) · doi:10.52783/eel.v14i1.1131 · Cited by 2
Male song structure predicts offspring recruitment to the breeding population in a migratory bird
DiSciullo, R. A., Forsman, A., Fitak, R. R., et al. (2024) · Evolution · doi:10.1093/evolut/qpae036 · Cited by 2
Wang, Y.-Y., Tan, X.-W., Hu, Z., & Zhong, L. (2024) · IEEE Access · doi:10.1109/access.2024.3383141 · Cited by 3
The Development and Validation of the Psychological Empowerment Scale for Older People
Noordink, T., Tijmstra, J., Verharen, L., Schalk, R., & Regenmortel, T. V. (2024) · Journal of Gerontological Social Work · doi:10.1080/01634372.2024.2441266 · Cited by 2
The Consequences of Sexual Compliance Scale (CSCS): Scale Development and Psychometric Properties
Nickull, S., Lagerström, M., Jern, P., & Gunst, A. (2025) · The Journal of Sex Research · doi:10.1080/00224499.2024.2445742 · Cited by 5
Exploring time appropriation: development and validation of the time appropriation scale
Karasu, M., Cesur, S., & Gürlük, Y. O. (2025) · Current Psychology · doi:10.1007/s12144-025-07601-9 · Cited by 2
Anderson, A., & Cintron, D. W. (2025) · BMC Health Services Research · doi:10.1186/s12913-025-12724-7 · Cited by 2
Prioritization of the strategies of industry 4.0 in the Indian Healthcare Industry
Jain, V., Ajmera, P., Antony, J., Furterer, S. L., & Tortorella, G. L. (2025) · Total Quality Management & Business Excellence · doi:10.1080/14783363.2025.2505690 · Cited by 1
INTERNET SKILLS: A SCALE ADAPTATION STUDY
KOPUZ, T., Aktaş, A., Reisoğlu, İ., TURGUT, Y. E., & Aslan, A. (2025) · Eğitim Teknolojisi Kuram ve Uygulama · doi:10.17943/etku.1620507 · Cited by 2
Kariyer Bilgeliği Ölçeğinin Türkçe’ye Uyarlanması
Yıldız, M. L., & Aral, R. (2025) · Sakarya Üniversitesi İşletme Enstitüsü Dergisi · doi:10.47542/sauied.1659917 · Cited by 2
Bigović, M. (2013) · Anatolia · doi:10.1080/13032917.2013.869658 · Cited by 2
Bigović, M. (2016) · RePEc: Research Papers in Economics · Cited by 2
Hamlen, K. R. (2017) · Research on Education and Media · doi:10.1515/rem-2017-0006 · Cited by 2
Relating Work-Integrated Learning to Employability Skills in the Post-COVID-19 Era
Aliu, J., & Aigbavboa, C. O. (2022) · Advances in sustainability science and technology · doi:10.1007/978-981-16-9101-0_3 · Cited by 2
Application of Multivariate Analysis: Benefits and Pitfalls
Pripp, A. H. (2012) · Springer eBooks · doi:10.1007/978-1-4614-5010-8_5 · Cited by 2
Evaluation of Facility Management by Multivariate Statistics – Factor Analysis
Singovszki, M., & Vranayová, Z. (2013) · Selected scientific papers · doi:10.2478/sspjce-2013-0009 · Cited by 2
Implementation of Survey Method in a Construction Team Effectiveness Study
Azmy, N., Shane, J. S., & Shelley, M. (2012) · ASCE Construction Research Congress (CRC) · doi:10.1061/9780784412329.148 · Cited by 2
Well-Being and the Labour Market from a Global View: It’s Not Just the Money
Campbell, D., & Porquet, R. M. G. (2014) · Springer eBooks · doi:10.1007/978-94-017-9178-6_15 · Cited by 2
Dodson, L. J., & Arendt, S. W. (2014) · The Journal of Child Nutrition & Management · Cited by 2
Hamedi, S. M., Pishghadam, R., & Ghazanfari, M. (2015) · Journal of Language Teaching and Research · doi:10.17507/jltr.0701.25 · Cited by 2
Predictor Basado en Prototipos Difusos y Clasificación No-supervisada
Vásquez, A., Peláez, E., & Ochôa, X. (2015) · Revista Latinoamericana de Ingenieria de Software · doi:10.18294/relais.2015.135-140 · Cited by 2
Fox, J. (2017) · ProQuest LLC eBooks · Cited by 2
Post-switching Behavior: Bottom of the Pyramid (Bop) Stockpiling as a Result of Sales Promotion
Lappeman, J., Kabi, T., Oglesby, H., & Palmer., O. (2017) · Academy of Marketing Studies journal · Cited by 2
Influences of Leisure Lifestyles on Smartphone Dependency among Korean Elementary Schoolers
Kang, H., & Lee, E. (2019) · Korean Journal of Leisure, Recreation & Park · doi:10.26446/kjlrp.2019.6.43.2.93 · Cited by 2
Ossenberg, C., Henderson, A., & Mitchell, M. L. (2020) · BMC Medical Education · doi:10.1186/s12909-020-02378-w · Cited by 2
Evidence for self-compassionate talk: What do people actually say?
Redden, E. K., Bailey, H. N., Katan, A., Kondo, D., Czosniak, R., Upfold, C., & Newby‐Clark, I. R. (2021) · Current Psychology · doi:10.1007/s12144-020-01339-2 · Cited by 2
The Adaptation and Validation of the New Indices of Religious Orientation Revised Scale
Rahman, K., Khalily, M. T., & Akram, M. (2021) · Foundation University Journal of Psychology · doi:10.33897/fujp.v5i1.298 · Cited by 2
An Exploratory Study of Fans’ Motivation in Albanian Football Championship
Bundo, J., & Axhami, M. (2021) · Springer proceedings in business and economics · doi:10.1007/978-3-030-63970-9_14 · Cited by 2
Mareedu, S., Hopp, T. A., & Mitra, R. (2021) · Applied Biosafety · doi:10.1089/apb.2021.0006 · Cited by 2
Understanding University Students’ Attitudes toward English Language Learning in Thailand
Panmei, B. (2021) · The Journal of AsiaTEFL · doi:10.18823/asiatefl.2021.18.2.28.726 · Cited by 2
Zhu, Y., Areeprayolkij, W., Thanyaphongphat, J., et al. (2021) · IEEE International Conference on Advanced Learning Technologies on Education & Research (ICALTER) · doi:10.1109/icalter54105.2021.9675133 · Cited by 2
Grundlagen empirischer Forschung in quantitativen Masterarbeiten
Boßow-Thies, S., & Gansser, O. A. (2022) · FOM-Edition · doi:10.1007/978-3-658-35831-0_1 · Cited by 2
Santra, S., & Giri, V. N. (2022) · South Asian Journal of Human Resources Management · doi:10.1177/23220937221102738 · Cited by 2
Musselman, B. T., & Winter, S. R. (1990) · The Journal of Aviation/Aerospace Education and Research · doi:10.15394/jaaer.2023.1944 · Cited by 2
Modeling and Characterizing Service Interference in Dynamic Infrastructures
Medel, V., Arronategui, U., RANA, O. F., et al. (2023) · IEEE Access · doi:10.1109/access.2023.3250606 · Cited by 2
Racial, Ethnic, and Socioeconomic Disparities in COVID-19 Pandemic Worries
Hoven, C. W., Krasnova, A., Bresnahan, M. A., Sun, X., Musa, G. J., Geronazzo‐Alman, L., Ryan, M., Skokauskas, N., Amsel, L., Svob, C., et al. (2024) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-024-02093-y · Cited by 2
Horne, K., Chen, T., & Irish, M. (2024) · British Journal of Clinical Psychology · doi:10.1111/bjc.12505 · Cited by 4
Measuring the Sufficiency of the Infusion of Generic Skills of Real Estate Graduates by Training
Universiti Teknologi Malaysia, M., Jiram, W. R. A., Bujang, A. A., et al. (2014) · International Journal of Information and Education Technology · doi:10.7763/ijiet.2016.v6.666 · Cited by 2
Polat, A., Doğan, S., & Demir, S. B. (2015) · International Journal of Higher Education · doi:10.5430/ijhe.v5n1p62 · Cited by 2
Symptom Experiences and Symptom Cluster across Dimensions in Thais with Advanced Lung Cancer
khamboon, T., Pongthavornkamol, K., Olson, K. L., Wattanakitkrileart, D., Viwatwongkasem, C., & Lausoontornsiri, W. (2015) · Pacific Rim International Journal of Nursing Research · Cited by 2
Önen, E. (2019) · Universal Journal of Educational Research · doi:10.13189/ujer.2019.070223 · Cited by 2
Encoding features robust to unseen modes of variation with attentive long short-term memory
Baddar, W. J., & Ro, Y. M. (2019) · Pattern Recognition · doi:10.1016/j.patcog.2019.107159 · Cited by 2
Lazarus, N. W. (2014) · OpenCommons - UConn (University of Connecticut) · Cited by 2
Non-REM dreaming in relation to the cyclic alternating pattern an exploratory study
Wainstein, D. (2013) · Open University of Cape Town (University of Cape Town) · Cited by 2
AlOmar, R. S. (2015) · White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York) · Cited by 2
Venables, D. (2011) · UPT. Syiah Kuala University Library (Syiah Kuala University) · Cited by 2
Technical efficiency and risk preferences of cropping systems in Kebbi State, Nigeria
Jirgi, A. J. (2013) · Cited by 2
Multi-dimensional sustainability framework for service organisations in the GCC countries
Kaabi, A., & Musabbeh, A. (2014) · Brunel University Research Archive (BURA) (Brunel University London) · Cited by 2
Identification of critical success factors for contractors in Hong Kong
Tong, C. K. T. (2016) · Cross Connect (Southern Cross University) · Cited by 2
Tutorial: Factor Analysis Revisited – An Overview with the Help of SPSS, SAS and R PackagesPreprint
IJSMI, E. (2017) · SSRN Electronic Journal · doi:10.3000/ijsmi.v3i1.6 · Cited by 2
Risk culture - a descriptive model
Paalanen, A. (2013) · Aaltodoc (Aalto University) · Cited by 3
The Relationship Between Trait Emotional Intelligence and L2 Motivation
Vuksanović, J. (2017) · Digital Commons - University of South Florida (University of South Florida) · Cited by 2
A multi-attribute decision making procedure using fuzzy numbers and hybrid aggregators
Rau, K. A. (2014) · UUM Electronic Theses and Dissertation [eTheses] (Northern University of Malaysia) · Cited by 2
Developing a model to measure business performance for private business schools
Asvat, R. A. C. (2019) · Boloka Institutional Repository (North-west University) · Cited by 2
Shikongo, S. T. (2015) · bonndoc (University of Bonn) · Cited by 2
Psychometric properties of the Barkin Index of Maternal Functioning with Ethiopian mothersPreprint
Gebeyehu, S., Yeshitila, Y. G., Chisa, Y., Tekabe, B., & Trevethan, R. (2021) · medRxiv · doi:10.1101/2021.12.01.21266886 · Cited by 2
Mental Toughness in the Classical Martial Arts
Minnix, D. W. (2010) · VTechWorks (Virginia Tech) · Cited by 2
Assessing non-technical skills in undergraduate nursing students: a validation study
Marcomini, I., Terzoni, S., di Nuzzo, R., Milani, L., & Destrebecq, A. L. L. (2022) · International Journal of Nursing Education Scholarship · doi:10.1515/ijnes-2021-0107 · Cited by 2
Gibson, D., Karwowski, W., Kotnour, T., et al. (2022) · Applied Sciences · doi:10.3390/app122211541 · Cited by 1
Paz-Albo, J., & Hervás-Escobar, A. (2023) · Cogent Education · doi:10.1080/2331186x.2023.2204707 · Cited by 1
DiSciullo, R. A., Sakaluk, S. K., & Thompson, C. F. (2023) · Journal für Ornithologie · doi:10.1007/s10336-023-02098-0 · Cited by 1
Öğretmenlik Eğilimi Ölçeği’nin Türkçeye Uyarlanması: Geçerlik ve Güvenirlik Çalışması
Genç, M., Çolakoğlu, Ö. M., & AKINCI, M. (2023) · Boğaziçi Üniversitesi Eğitim Dergisi · doi:10.52597/buje.1266810 · Cited by 1
Newspaper executives’ positioning toward the evolving use of social media
Booth, P., Solvoll, M. K., & Krumsvik, A. H. (2023) · Newspaper Research Journal · doi:10.1177/07395329231211866 · Cited by 1
Liu, X., Lee, B., & Park, K. (2024) · Applied Sciences · doi:10.3390/app14125164 · Cited by 1
Osho, O., Gupta, A. S., Brown, D., et al. (2024) · doi:10.1109/bice60192.2024.00010 · Cited by 1
Visitor Experience in Digital Museums: Dimensions, Scale Development, and Validation
Zhu, L., Costa, F. D., & Yasin, M. A. I. (2024) · Studies in Media and Communication · doi:10.11114/smc.v12i3.6969 · Cited by 1
Marri, M. H. A., & Soltani, E. (2024) · Journal of Infrastructure Policy and Development · doi:10.24294/jipd.v8i8.6322 · Cited by 1
Finch, W. H. (2024) · Stats · doi:10.3390/stats7030051 · Cited by 1
Pongsophon, P. (2024) · International Journal of Science and Mathematics Education · doi:10.1007/s10763-024-10502-1 · Cited by 1
Psychometric Properties of the PLAYself in a Cohort of Secondary School Student-Athletes
Lininger, M. R., & Root, H. J. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21101294 · Cited by 1
ÇELEBİ, F., & Karabulut, C. (2024) · Journal of Applied Animal Welfare Science · doi:10.1080/10888705.2024.2424579 · Cited by 1
DePamphilis, G., Legere, C. H., Vigne, M. M., Tirrell, E., Holler, K. A., Carpenter, L. L., & Kavanaugh, B. C. (2024) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acae103 · Cited by 1
Yang, H., & Zheng, Y. (2024) · Buildings · doi:10.3390/buildings15010099 · Cited by 1
The Relation between Perceived Smart Tourism Technology Experience and eWOM Intention
Mingjie, Y., & Yue, G. X.-G. (2024) · doi:10.1145/3696952.3696968 · Cited by 1
Empowering Saudi youth: The ISAS framework for promoting online safety and cybersecurity awareness
Alharbi, N., Samra, H. E., Li, A., & Soh, B. (2025) · International Journal of ADVANCED AND APPLIED SCIENCES · doi:10.21833/ijaas.2025.03.014 · Cited by 1
Advancing Literacy Through Technology
Bhimavarapu, U. (2025) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-0725-1.ch007 · Cited by 1
Kiymiş, İ., & Doğan, A. A. (2025) · Disaster Medicine and Public Health Preparedness · doi:10.1017/dmp.2025.10123 · Cited by 1
Psychometrics of the autonomy and relatedness inventory in persons with type 2 diabetes
Al‐Dwaikat, T. N., Hayajneh, A. A., Khatatbeh, H., et al. (2025) · BMC Psychology · doi:10.1186/s40359-025-03374-9 · Cited by 1
Simply the best? Entrepreneurial orientation and success of music artists
Udo, R., Loots, E., Thurik, R., & van Teeffelen, L. (2025) · International Entrepreneurship and Management Journal · doi:10.1007/s11365-025-01131-3 · Cited by 1
Johnson, Z. D. (2025) · Communication Education · doi:10.1080/03634523.2025.2557307 · Cited by 1
Amirroud, M. M., Ramezankhani, A., & Ghaffari, M. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-105782 · Cited by 3
Developing and Testing the Integrated Multi-tiered Systems of Support Fidelity Rubric
Pierce, J. D., Thomas, E., Majeika, C. E., Casasanto-Ferro, J., Gandhi, A. G., & Lembke, E. S. (2025) · Global Implementation Research and Applications · doi:10.1007/s43477-025-00191-5 · Cited by 1
Development and Validation of a Tobacco Testing Laboratories Assessment Tool
Goel, S., Goel, C., Walia, D., Sunthlia, A., Swasticharan, L., Joshi, R. P., & Goel, A. (2025) · PLoS ONE · doi:10.1371/journal.pone.0334653 · Cited by 1
Alqarni, A. (2025) · Humanities and Social Sciences Communications · doi:10.1057/s41599-025-06250-4 · Cited by 3
Psychometric Properties of the Polish Adaptation of the Short Dark Tetrad (SD4‐PL)
Kosowski, P., & Janeczek, P. (2025) · Journal of Clinical Psychology · doi:10.1002/jclp.70066 · Cited by 1
Vollmer, N., Anguyo, R., Sharma, A., & Valadez, J. J. (2025) · Social Science & Medicine · doi:10.1016/j.socscimed.2025.118846 · Cited by 1
Jahangiry, L., Babaie, J., Sadr-Mir, F., Birgani, H. R., & Gilani, N. (2025) · BMC Psychology · doi:10.1186/s40359-025-03672-2 · Cited by 1
Development and psychometric validation of the work attitudinal and values ethics scale (WAVE)
Mercader, V., Salazar-Altamirano, M. A., Martínez-Arvizu, O. J., et al. (2025) · International Journal of Ethics and Systems · doi:10.1108/ijoes-06-2025-0313 · Cited by 1
Sivrika, A. P., Sivrika, P., Morakis, A., Giannikou, E., Lamnisos, D., Georgoudis, G., & Stasinopoulos, D. (2025) · European Journal of Physiotherapy · doi:10.1080/21679169.2025.2600969 · Cited by 1
Tetteh, C. D., Manyeh, A. K., Ncayiyana, J. R., & Ginindza, T. G. (2025) · Tropical Diseases Travel Medicine and Vaccines · doi:10.1186/s40794-025-00276-x · Cited by 1
Alrubaian, A. (2026) · Metacognition and Learning · doi:10.1007/s11409-025-09450-0 · Cited by 1
Clarke, C., Kirby, J. N., & Best, T. (2026) · Mindfulness · doi:10.1007/s12671-025-02752-z · Cited by 1
Allen, J. O., Qin, W., Kiefer, M., & Cunnyngham, K. E. (2026) · Aging & Mental Health · doi:10.1080/13607863.2026.2625856 · Cited by 1
Metadata
- Authors
- Fabrigar, L. R., & Wegener, D. T.
- Affiliations
- Queen's University (CA)
- The Ohio State University (US)
- ORCID
- Wegener, Duane T.
- Venue
- Oxford University Press eBooks
- Publisher
- Oxford University Press
- Published
- 2011-12-22
- OpenAlex
- W62989984
- Cited by
- 1,408
- References
- 0
- Citations by year
- 2026: 95 · 2025: 149 · 2024: 121 · 2023: 105 · 2022: 108 · 2021: 118 · 2020: 102 · 2019: 98 · 2018: 84 · 2017: 72 · 2016: 50 · 2015: 76 · 2014: 76 · 2013: 65 · 2012: 32
- FWCI
- 21.33
- Type
- book
- Language
- es
- Open access
- closed
- Locations
- Oxford University Press eBooks (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Applications
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Mental Health Research Topics
- Keywords
- exploratory factor analysis, factor rotation, number of factors, principal component analysis, common factor analysis, confirmatory factor analysis, social sciences
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review