The DOI matches its Crossref record; 49 of the 50 references it cites were found in a registry or an index.
Sample size in factor analysis.
Abstract
The factor analysis literature includes a range of recommendations regarding the minimum sample size necessary to obtain factor solutions that are adequately stable and that correspond closely to population factors. A fundamental misconception about this issue is that the minimum sample size, or the minimum ratio of sample size to the number of variables, is invariant across studies. In fact, necessary sample size is dependent on several aspects of any given study, including the level of communality of the variables and the level of overdetermination of the factors. The authors present a theoretical and mathematical framework that provides a basis for understanding and predicting these effects. The hypothesized effects are verified by a sampling study using artificial data. Results demonstrate the lack of validity of common rules of thumb and provide a basis for establishing guidelines for sample size in factor analysis. In the factor analysis literature, much attention has be;;n given to the issue of sample size. It is widely understood that the use of larger samples in applica-tions of factor analysis tends to provide results such that sample factor loadings are more precise estimates of population loadings and are also more stable, or les s variable, across repeated sampling. Despite gen-eral agreement on this matter, there is considerable di'/ergence of opinion and evidence about the ques-tion of how large a sample is necessary to adequately acnieve these objectives. Recommendations and find-ings about this issue are diverse and often contradic-tory. The objectives of this article are to provide a
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“recent simulations show that the sample size required to recover a stable factor structure is a joint function of number of factors, number of items per factor (with the required sample size stabilizing after 6–10 items per factor), and strength of factor loadings (MacCallum et al., 1999; Mundfrom et al., 2005).”
From The structure of adult ADHD. (2017) · cites this paper as MacCallum et al., 1999
In the citing paper
“Additionally, SEM flexibility allowing the examination of complex associations, multiple data types, model and/or group comparisons thus, developing general rules regarding sample size requirements are impractical (MacCallum et al., 1999; Wolf et al., 2013).”
From Applied Psychometrics: Sample Size and Sample Power Considerations in Factor Analysis (EFA, CFA) and SEM in General (2018) · cites this paper as MacCallum et al., 1999
In the citing paper
“While this sample size may not be considered very large, it is much in line with sample sizes in other strategy studies (Phelan, Ferreira, and Salvador, 2002) and exceeds common recommendations for advanced statistical analyses (e.g., MacCallum et al., 1999).”
From On the contingent value of dynamic capabilities for competitive advantage: The nonlinear moderating effect of environmental dynamism (2014) · cites this paper as MacCallum et al., 1999
In the citing paper
“According to this rule, data collection process was initiated with the aim of reaching at least 150 patients, which is five times of 30 questions.”
From Turkish Translation of the Patterns of Activity Measure-Pain in Patients with Chronic Low Back and Neck Pain: Validity and Reliability. (2022) · cites this paper as MacCallum et al., 1999
In the citing paper
“We therefore followed the recommendations of MacCallum et al. (1999) and Schönbrodt and Perugini (2013) and aimed to collect data from ~300 participants using each technology.”
From Technology evaluations are associated with psychological need satisfaction across different spheres of experience: an application of the METUX scales (2023) · cites this paper as MacCallum et al., 1999
In the citing paper
“Following the recommendations of MacCallum et al. (1999) regarding sample size for factor analyses, we aimed to collect data from 300 participants (150 participants who use Facebook and 150 participants who use virtual learning platforms).”
From Technology evaluations are associated with psychological need satisfaction across different spheres of experience: an application of the METUX scales (2023) · cites this paper as MacCallum et al., 1999
In the citing paper
“The minimum sample size was estimated to be 360 participants following the established guidelines for survey validation studies, considering 36 items with 10 participants per item [42-44].”
From Assessing Health Students' Attitudes and Usage of ChatGPT in Jordan: Validation Study (2023) · cites this paper as [43]
Citations
Cites
Alternative Ways of Assessing Model Fit
Browne, M. W., & Cudeck, R. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002005 · Cited by 27,200
Power analysis and determination of sample size for covariance structure modeling.
MacCallum, R. C., Browne, M. W., & Sugawara, H. M. (1996) · Psychological Methods · doi:10.1037/1082-989x.1.2.130 · Cited by 10,418
Self-citationMultivariate Statistical Methods
(2008) · Springer eBooks · doi:10.1007/978-1-4020-5614-7_2263 · Cited by 5,584
Harman, H. H. (1960) · Cited by 5,148
A First Course in Factor Analysis
Comrey, A. L., & Lee, H. B. (2013) · doi:10.4324/9781315827506 · Cited by 4,546
A First Course in Factor Analysis
Price, B., Comrey, A. L., & Lee, H. B. (1993) · Technometrics · doi:10.1080/00401706.1993.10485363 · Cited by 3,512
Merrifield, P. R., & Harman, H. H. (1969) · American Educational Research Journal · doi:10.2307/1161864 · Cited by 2,574
Factor Analysis as a Statistical Method.
Browne, M. W., Lawley, D., & Maxwell, A. E. (1964) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.2307/2986693 · Cited by 2,067
Anderson, J. C., & Gerbing, D. (1984) · Psychometrika · doi:10.1007/bf02294170 · Cited by 1,775
Handbook for the sixteen personality factor questionnaire (16 PF)
Cattell, R. B., Eber, H. W., & Tatsuoka, M. M. (1970) · Medical Entomology and Zoology · Cited by 1,618
Cited by
Sorted by citations
Items 401–500 of 1,019
Saloviita, T. J. (2015) · Teaching and Teacher Education · doi:10.1016/j.tate.2015.09.003 · Cited by 89
Exploring and testing the predictors of new faculty success: a mixed methods study
Stupnisky, R. H., Weaver‐Hightower, M. B., & Kartoshkina, Y. (2014) · Studies in Higher Education · doi:10.1080/03075079.2013.842220 · Cited by 89
Validation of an instrument for assessing teacher knowledge of basic language constructs of literacy
Binks‐Cantrell, E., Malatesha, R. N., & Washburn, E. K. (2012) · Annals of Dyslexia · doi:10.1007/s11881-012-0070-8 · Cited by 88
Assessing College Life Adjustment of Students With Disabilities: Application of the PERMA Framework
Tansey, T. N., Smedema, S. M., Umucu, E., Iwanaga, K., Wu, J.-R., Cardoso, E. D. S., & Strauser, D. (2017) · Rehabilitation Counseling Bulletin · doi:10.1177/0034355217702136 · Cited by 91
Denk, J., Oberhauser, F., Kornhuber, J., Wiltfang, J., Fassbender, K. C., Schroeter, M. L., Volk, A. E., Diehl‐Schmid, J., Prudlo, J., Danek, A., et al. (2018) · PLoS ONE · doi:10.1371/journal.pone.0197329 · Cited by 88
Kyriazos, T. A. (2018) · Psychology · doi:10.4236/psych.2018.98117 · Cited by 90
Swank, J. M., Lambie, G. W., & Witta, E. L. (2012) · Counselor Education and Supervision · doi:10.1002/j.1556-6978.2012.00014.x · Cited by 88
Masum, A. K. M., Azad, M. A. K., & Beh, L. (2015) · PLoS ONE · doi:10.1371/journal.pone.0117834 · Cited by 88
Hopper, J. W., Frewen, P. A., Sack, M., Lanius, R. A., & van der Kolk, B. A. (2007) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-007-9046-0 · Cited by 86
Pennato, T., Berrocal, C., Bernini, O., & Rivas, T. (2013) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-013-9355-4 · Cited by 87
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Yule, M. A., Brotto, L. A., & Gorzalka, B. B. (2014) · Psychological Assessment · doi:10.1037/a0038196 · Cited by 98
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Araujo, M., Kant, S., & Couto, L. (2009) · Forest Policy and Economics · doi:10.1016/j.forpol.2009.07.008 · Cited by 87
Teuber, Z., Nußbeck, F. W., & Wild, E. (2020) · Child Psychiatry & Human Development · doi:10.1007/s10578-020-01031-3 · Cited by 113
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Şahin, M., Akbaşlı, S., & Yelken, T. Y. (2010) · Educational Research Review · doi:10.5897/err.9000216 · Cited by 87
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Körber, M. (2018) · doi:10.31234/osf.io/nfc45 · Cited by 71
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Dewaele, J., & Botes, E. (2019) · International Journal of Bilingualism · doi:10.1177/1367006919888581 · Cited by 86
Soomro, B. A., Moawad, N. F., Saraih, U. N., Abedelwahed, N. A. A., & Shah, N. (2023) · Kybernetes · doi:10.1108/k-09-2022-1353 · Cited by 111
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Türel, Y. K. (2011) · Computers & Education · doi:10.1016/j.compedu.2011.07.005 · Cited by 86
Charbonnier‐Voirin, A. (2011) · M n gement · doi:10.3917/mana.142.0119 · Cited by 86
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Aoki, T., Inoue, M., & Nakayama, T. (2015) · Family Practice · doi:10.1093/fampra/cmv087 · Cited by 85
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Andréasson, A., Wicksell, R. K., Lodin, K., Karshikoff, B., Axelsson, J., & Lekander, M. (2016) · Journal of Health Psychology · doi:10.1177/1359105316659917 · Cited by 83
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Chang, Y., & Edwards, J. K. (2014) · Journal of Career Assessment · doi:10.1177/1069072714523083 · Cited by 97
Baistaman, J., Awang, Z., Afthanorhan, A., & Rahim, M. Z. B. A. (2020) · Humanities & Social Sciences Reviews · doi:10.18510/hssr.2020.8247 · Cited by 83
“Research suggests that the EFA system provides a more accurate result when each common factor is represented by multiple measured variables that are exogenous constructor endogenous constructs in the analysis (MacCallum et al., 1999).”
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Harris, K. M., Syu, J.-J., Lello, O. D., Chew, Y. L. E., Willcox, C. H., & Ho, R. (2015) · PLoS ONE · doi:10.1371/journal.pone.0127442 · Cited by 93
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Costa, A. J. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00368 · Cited by 83
Bourque, J., Poulin, N., & Cleaver, A. F. (2007) · Revue des sciences de l éducation · doi:10.7202/014411ar · Cited by 83
Kazak, A. E., Barakat, L. P., Alderfer, M. A., Rourke, M. T., Meeske, K., Gallagher, P. R., Cnaan, A., & Stuber, M. L. (2001) · Journal of Clinical Psychology in Medical Settings · doi:10.1023/a:1011977031826 · Cited by 83
Confirmatory factor analysis of the Maslach Burnout Inventory among Florida nurses
Beckstead, J. W. (2002) · International Journal of Nursing Studies · doi:10.1016/s0020-7489(02)00012-3 · Cited by 145
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Wang, W., & Zhou, M. (2016) · International Journal of Intercultural Relations · doi:10.1016/j.ijintrel.2016.08.002 · Cited by 82
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Sterba, S. K., & MacCallum, R. C. (2010) · Multivariate Behavioral Research · doi:10.1080/00273171003680302 · Cited by 82
Self-citationPatient-Related Barriers to Pain Management: The Icelandic Barriers Questionnaire II
Gunnarsdóttir, S., Serlin, R. C., & Ward, S. E. (2005) · Journal of Pain and Symptom Management · doi:10.1016/j.jpainsymman.2004.06.015 · Cited by 82
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Banta-Green, C. J., Korff, M. V., Sullivan, M. D., Merrill, J., Doyle, S. R., & Saunders, K. W. (2010) · The Clinical Journal of Pain · doi:10.1097/ajp.0b013e3181e103d9 · Cited by 71
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Webster, G. D., DeWall, C. N., Pond, R. S., Deckman, T., Jonason, P. K., Le, B. M., Nichols, A., Schember, T. O., Crysel, L. C., Crosier, B. S., et al. (2015) · Journal of Personality Assessment · doi:10.1080/00223891.2015.1044093 · Cited by 82
Zhou, Y., Hong, J., Zhu, K., Yang, Y., & Zhao, D. (2017) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2017.12.208 · Cited by 91
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Karaman, H., Atar, B., & Aktan, D. Ç. (2017) · Gazi Üniversitesi Gazi Eğitim Fakültesi Dergisi · doi:10.17152/gefad.309356 · Cited by 81
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Qian, K., Javadi, F., & Hiramatsu, M. (2020) · Sustainability · doi:10.3390/su12239942 · Cited by 84
“This sample size is also considered to be satisfactory for factor analysis [30,31].”
MethodTrajectories of heart failure self-care management and changes in quality of life
Lee, C. S., Mudd, J. O., Hiatt, S. O., Gelow, J. M., Chien, C., & Riegel, B. J. (2014) · European Journal of Cardiovascular Nursing · doi:10.1177/1474515114541730 · Cited by 81
Perceived system performance: a test of an extended technology acceptance model
Liu, L., & Ma, Q. (2006) · ACM SIGMIS Database: the DATABASE for Advances in Information Systems · doi:10.1145/1161345.1161354 · Cited by 80
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Jackson, D. L., Voth, J., & Frey, M. P. (2013) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2013.742388 · Cited by 80
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Alsobayel, H., Al-Hugail, H. A., Alsaif, R., Albawardi, N. M., Alnahdi, A. H., Daif, A., & Al-Arfaj, H. F. (2016) · Saudi Medical Journal · doi:10.15537/smj.2016.1.13055 · Cited by 80
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Coates, R., Ayers, S., & de Visser, R. O. (2016) · Psychological Assessment · doi:10.1037/pas0000397 · Cited by 87
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Huy, L. V., Thao, M. T., Lobo, A., Nguyen, N., & Long, P. H. (2019) · Sustainability · doi:10.3390/su11051237 · Cited by 80
Delay Discounting of Different Commodities
Weatherly, J. N., Terrell, H. K., & Derenne, A. (2010) · The Journal of General Psychology · doi:10.1080/00221309.2010.484449 · Cited by 81
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Xu, Y., Farver, J. A. M., Yu, L., & Zhang, Z. (2009) · Journal of Personality and Social Psychology · doi:10.1037/a0016576 · Cited by 89
Cartwright, K. B., Marshall, T. R., & Wray, E. (2015) · Reading Psychology · doi:10.1080/02702711.2014.991481 · Cited by 102
von Hippel, P. V. (2016) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705511.2015.1047931 · Cited by 16
Sultan, M. T., Sharmin, F., Bădulescu, A., Gavrilut, D., & Xue, K. (2021) · Sustainability · doi:10.3390/su13084241 · Cited by 109
“It is quite hard to develop generalized guidelines regarding sample size requirements for SEM [111].”
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Yuan, K., & Bentler, P. M. (2006) · Handbook of statistics · doi:10.1016/s0169-7161(06)26010-3 · Cited by 83
Promoting Employee Flexibility Through HR Practices
Martín, I. B., & Roca‐Puig, V. (2013) · Human Resource Management · doi:10.1002/hrm.21556 · Cited by 95
Hughes, L. D., Done, J., & Young, A. (2013) · BMC Musculoskeletal Disorders · doi:10.1186/1471-2474-14-286 · Cited by 79
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Chang, C., Lin, C., Gronholm, P. C., & Wu, T.-H. (2016) · Assessment · doi:10.1177/1073191116658547 · Cited by 78
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Goto, F., Tsutsumi, T., & Ogawa, K. (2011) · Acta Oto-Laryngologica · doi:10.3109/00016489.2011.565423 · Cited by 78
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Haberly, D., & Wójcik, D. (2022) · doi:10.1093/oso/9780198870982.001.0001 · Cited by 76
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Metadata
- Authors
- MacCallum, R. C., Widaman, K. F., Zhang, S., & Hong, S.
- Affiliations
- The Ohio State University (US)
- University of California, Riverside (US)
- Venue
- Psychological Methods
- Published
- 1999-03
- Volume
- 4
- Issue
- 1
- Pages
- 84-99
- ISSN
- 1082-989X (ISSN-L)
- 1939-1463
- OpenAlex
- W2122376319
- Cited by
- 5,497
- References
- 50
- Citations by year
- 2026: 456 · 2025: 418 · 2024: 359 · 2023: 311 · 2022: 359 · 2021: 396 · 2020: 413 · 2019: 318 · 2018: 286 · 2017: 276 · 2016: 259 · 2015: 226 · 2014: 230 · 2013: 233 · 2012: 177
- FWCI
- 27.00
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Methods (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
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
- Keywords
- sample size, factor analysis, minimum sample size, communality, rules of thumb
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