Factor Structure Analysis of Perceived Stress Scale Among Healthcare Students
DOI:
https://doi.org/10.24265/Keywords:
Stress, University Students, Test Validity, PsychometricsAbstract
Background: Although the Perceived Stress Scale (PSS-10) is widely used, rigorous assessment of its internal structure among healthcare students remains necessary. Objective: To evaluate the psychometric properties of the PSS in healthcare university students. Method: Two random samples totaling 399 healthcare students completed the PSS-10. Exploratory factor analysis used WLSMV estimator with oblique rotation. Confirmatory factor analysis employed Structural Equation Modeling with covariance matrix. Orthogonal bifactor analysis tested PSS-10 dimensionality. Analyses were conducted for both total sample and gender stratified subgroups. Multi-group confirmatory factor analysis assessed gender equivalence of factor structure. Results: Scale items showed satisfactory factor loadings (> .40), good internal consistency (α > .80) and reliability (ω > .84), and acceptable discriminant validity between factors (< .85). Correlations between PSS-10 factors and psychological distress and resilience were of expected magnitude and direction. Confirmatory factor analysis indicated better adjustment parameters (RMSEA = .091; CFI = .977; SRMR = .032) for the two-factor solution (negative perception and stress coping) for both the total sample and sex. Conclusions: The two factor model showed no measurement invariance across gender groups. Orthogonal bifactor models supported PSS-10 unidimensionality. Despite statistical nuances across factor models, the PSS-10 provides a robust, simple, unidimensional measure of perceived stress among healthcare students.
Downloads
References
Anwer, S., Manzar, M. D., Alghadir, A. H., Salahuddin, M., & Hameed, U. A. (2020). Psychometric Analysis of the Perceived Stress Scale among Healthy University Students. Neuropsychiatric Disease and Treatment, 16, 2389-2396. https://doi.org/10.2147/NDT.S268582
Bandalos, D. L., & Gerstner, J. J. (2016). Using factor analysis in test construction. In K. Schweizer & C. DiStefano (eds.),. Principles and Methods of Test Construction: Standards and Recent Advances (pp. 26-51). Hogrefe Publishing.
Byrne, B. (2012). Structural Equation Modeling with Mplus: Basic Concepts, Applications, and Programming. Routledge.
Chen, F., Curran, P. J., Bollen, K. A., Kirby, J., & Paxton, P. (2008). An Empirical Evaluation of the Use of Fixed Cutoff Points in RMSEA Test Statistic in Structural Equation Models. Sociological Methods & Research, 36(4), 462-494. https://doi.org/10.1177/0049124108314720
Cohen, S., Kamarck, T., & Mermelstein, R. (1983). A Global Measure of Perceived Stress. Journal of Health and Social Behavior, 24(4), 385-396. https://doi.org/10.2307/2136404
Cohen, S., & Williamsom, G. M, (1988). Perceived Stress in a Probability Sample of the United States. In S. Spacapan, & S. Oskamp (eds.), The Social Psychology of Health: Claremont Symposium on Applied Social Psychology (pp. 31-67). Sage Publications.
Cohen, S., Murphy, M., & Prather, A. A. (2019). Ten Surprising Facts About Stressful Life Events and Disease Risk. Annual Review of Psychology, 70, 577-597. https://doi.org/10.1146/annurev-psych-010418-102857
Demenech, L. M., Oliveira, A. T., Neiva-Silva, L., & Dumith, S. C. (2021). Prevalence of Anxiety, Depression and Suicidal Behaviors among Brazilian Undergraduate Students: A Systematic Review and Meta-Analysis. Journal of Affective Disorders, 282, 147-159. https://doi.org/10.1016/j.jad.2020.12.108
Dias, J. C., Silva, W., Maroco, J., & Campos, J. A. (2015). Escala de estresse percebido aplicada a estudantes universitárias: estudo de validação. Psychology, Community & Health, 4(1), 1-13. https://doi.org/10.5964/pch.v4i1.90
DeVellis, R. F. (2017). Reliability. In Scale Development Theory and Applications (4.th ed, pp. 49-85). Sage Publications.
Faro, A. (2015). Confirmatory Factor Analysis of Three Versions of the Perceived Stress Scale (PSS): A Population-Based Study. Psicologia: Reflexão e Crítica, 28(1), 21-30. https://doi.org/10.1590/1678-7153.201528103
Fornell, C., & Larcker, D. F. (1981). Evaluating Structural Equation Models with Unobservable Variables and Measurement Error. Journal of Marketing Research, 18(3), 39-50. https://doi.org/10.1177/002224378101800313
Gbessemehlan, A., Arsandaux, J., Orri, M., Montagni, I., Macalli, M., Tournier, M., Tzourio, C., & Galéra, C. (2020). Perceived Stress Partially Accounts for the Association between Attention Deficit Hyperactivity Disorder (ADHD) Symptoms and Suicidal Ideation among Students. Psychiatry Research, 291, 113284. https://doi.org/10.1016/j.psychres.2020.113284
Hair, J. F., Black, B., Babin, B., Anderson, R. E., & Tatham, T. L. (2009). Análise multivariada de dados (6.th ed.). Artmed Editora.
Hoteit, R., Bou-Hamad, I., Hijazi, S., Ayna, D., Romani, M., & El Morr, C. (2024). A Cross-Sectional Study of University Students' Mental Health and Lifestyle Practices Amidst the COVID-19 Pandemic. PloS One, 19(4), e0302265. https://doi.org/10.1371/journal.pone.0302265
Hu, L. T., & Bentler, P. M. (1999). Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria versus New Alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1-55. https://doi.org/10.1080/10705519909540118
Huang, F., Wang, H., Wang, Z., Zhang, J., Du, W., Su, C., Jia, X., Ouyang, Y., Wang, Y., Li, L., Jiang, H., & Zhang, B. (2020). Psychometric Properties of the Perceived Stress Scale in a Community Sample of Chinese. BMC Psychiatry, 20(1), 1-7. https://doi.org/10.1186/S12888-020-02520-4
Juárez-García, A., Merino-Soto, C., Brito-Ortiz, J. F., Nava-Gómez, M. E., & Monroy-Castillo, A. (2023). Is it the perceived stress scale (PSS) undimimensional and invariant? A bifactor analysis in mexican adults. Current Psychology, 42, 7252–7266. https://doi.org/10.1007/s12144-021-02067-x
Karyotaki, E., Cuijpers, P., Albor, Y., Alonso, J,. Auerbach, R. P., Bantjes, J., Bruffaerts, R., Ebert, D. D., Hasking, P., Kiekens, G., Lee, S., McLafferty, M., Mak, A., Mortier, P., Sampson, N. A., Stein, D. J., Vilagut, G., & Kessler, R. C. (2020). Sources of Stress and Their Associations With Mental Disorders Among College Students: Results of the World Health Organization World Mental Health Surveys International College Student Initiative. Frontiers Psychology, 11, 1759. https://doi.org/10.3389/fpsyg.2020.01759
Kenny, D. A., Kaniskan, B., & McCoach, D. B. (2015). The Performance of RMSEA in Models with Small Degrees of Freedom. Sociological Methods & Research, 44(3), 486-507. https://doi.org/10.1177/0049124114543236
Kessler, R. C., Andrews, G., Colpe, L. J., Hiripi, E., Mroczek, D. K., Normand, S. L., Walters, E. E., & Zaslavsky, A. M. (2002). Short Screening Scales to Monitor Population Prevalences and Trends in Non-Specific Psychological Distress. Psychological Medicine, 32(6), 959-976. https://doi.org/10.1017/S0033291702006074
Khalili, R., Sirati, M., Ebadi, A., Tavallai, A., & Habibi, M. (2017). Validity and Reliability of the Cohen 10-Item Perceived Stress Scale in Patients with Chronic Headache: Persian Version. Asian Journal of Psychiatry, 26, 136-140. https://doi.org/10.1016/j.ajp.2017.01.010
Kline, R. B. (2015). Principles and Practice of Structural Equation Modeling (4.th ed.). Guilford Press.
Lazarus, R. S., & Folkman, S. (1984). Stress, Appraisal, and Coping. Springer.
Lee, E. H. (2012). Review of the Psychometric Evidence of the Perceived Stress Scale. Asian Nursing Research, 6(4), 121-127. https://doi.org/10.1016/j.anr.2012.08.004
Lee, B., & Jeong, H. I. (2019). Construct Validity of the Perceived Stress Scale (PSS-10) in a Sample of Early Childhood Teacher Candidates. Psychiatry and Clinical Psychopharmacology, 29(1), 76-82. https://doi.org/10.1080/24750573.2019.1565693
Lee, B. (2022). Measurement Invariance of the Perceived Stress Scale-10 Across Gender in Korean University Students. International Journal of Mental Health, 52(1), 70-83. https://doi.org/10.1080/00207411.2022.2046924
Lesage, F. X., Berjot, S., & Deschamps, F. (2012). Psychometric Properties of the French Versions of the Perceived Stress Scale. International Journal of Occupational Medicine and Environmental Health, 25(2), 178-184. https://doi.org/10.2478/S13382-012-0024-8
Luft, C. D., Sanches, S., Mazo, G., & Andrade, A. (2007). Brazilian Version of the Perceived Stress Scale: Translation and Validation for the Elderly. Revista de Saúde Pública, 41(4), 606-615. https://doi.org/10.1590/0034-89102007000400015
Machado, W. D. L., Damásio, B. F., Borsa, J. C., & Silva, J. P. (2014). Dimensionalidade da escala de estresse percebido (perceived stress scale, PSS-10) em uma amostra de professores. Psicologia: Reflexão e Crítica, 27(1), 38-43. https://doi.org/10.1590/S0102-79722014000100005
Maroufizadeh, S., Foroudifard, F., Navid, B., Ezabadi, Z., Sobati, B., & Omani-Samani, R. (2018). The Perceived Stress Scale (PSS-10) in Women Experiencing Infertility: A Reliability and Validity Study. Middle East Fertility Society Journal, 23(4), 456-459. https://doi.org/10.1016/j.mefs.2018.02.003
Medrano, L. A., & Muñoz-Navarro, R. (2017). Conceptual and Practical Approach to Structural Equations Modeling. Revista Digital de Investigación en Docencia Universitaria, 11(1), 219-239. https://doi.org/10.19083/ridu.11.486
Messineo, L., & Tosto, C. (2024). Evaluation of the Psychometric Properties of the Italian Version of the 10-item Perceived Stress Scale in a Sample of Teachers. Frontiers in Psychology, 14, 1330789. https://doi.org/10.3389/fpsyg.2023.1330789
Mitchell, A. M., Crane, P. A., & Kim, Y. (2008). Perceived Stress in Survivors of Suicide: Psychometric Properties of the Perceived Stress Scale. Research in Nursing and Health, 31(6), 576-585. https://doi.org/10.1002/nur.20284
Nielsen, M. G., Ørnbøl, E., Vestergaard, M., Bech, P., Larsen, F. B., Lasgaard, M., & Christensen, K. S. (2016). The Construct Validity of the Perceived Stress Scale. Journal of Psychosomatic Research, 84, 22-30. https://doi.org/10.1016/j.jpsychores.2016.03.009
Pacheco, J. P., Giacomin, H. T., Tam, W. W., Ribeiro, T. B., Arab, C., Bezerra, I. M., & Pinasco, G. C. (2017). Mental Health Problems among Medical Students in Brazil: A Systematic Review and Meta-Analysis. Revista Brasileira de Psiquiatria, 39, 369-378. https://doi.org/10.1590/1516-4446-2017-2223
Pendergast, L. L., Von der Embse, N., Kilgus, S. P., & Eklund, K. R. (2017). Measurement Equivalence: A Non-Technical Primer on Categorical Multi-Group Confirmatory Factor Analysis in School Psychology. Journal of School Psychology, 60, 65-82. https://doi.org/10.1016/j.jsp.2016.11.002
Pretorius, T. B. (2023). The Perceived Stress Scale is Essentially Unidimensional: Complementary Evidence from Ancillary Bifactor Indices and Mokken Analysis. Acta Psychologica, 241, 104058. https://doi.org/10.1016/j.actpsy.2023.104058
Reis, R., Hino, A. A., & Añez, C. R. (2010). Perceived Stress Scale: Reliability and Validity Study in Brazil. Journal of Health Psychology, 15(1), 107-114. https://doi.org/10.1177/1359105309346343
Reise, S. P., Scheines, R., Widaman, K. F., & Haviland, M. G. (2013). Multidimensionality and Structural Coefficient Bias in Structural Equation Modeling: A Bifactor Perspective. Educational and Psychological Measurement, 73(1), 5-26. https://doi.org/10.1177/0013164412449831
Rodriguez, A., Reise, S. P., & Haviland, M. G. (2016). Evaluating Bifactor Models: Calculating and Interpreting Statistical Indices. Psychological Methods, 21(2), 137-150. https://doi.org/10.1037/met0000045
Ruisoto, P., López-Guerra, V. M., Paladines, M. B., Vaca, S. L., & Cacho, R. (2020). Psychometric Properties of the Three Versions of the Perceived Stress Scale in Ecuador. Physiology and Behavior, 224, 113045. https://doi.org/10.1016/j.physbeh.2020.113045
Santos-Vitti, L., Nakano, T., Faro, A., Baptista, M. N., & Vasconcelos, M. M. (2024). Perceived Stress Assessment: Factor Structure and Item Analysis of the PSS-10. Acta Colombiana de Psicología, 27(1), 1, 65-78. https://doi.org/10.14718/acp.2024.27.1.4
Schneider, E. E., Schönfelder, S., Wolf, M., & Wessa, M. (2017). All Stressed Out? Introducing a German Version of the Perceived Stress Scale: Validation, Psychometric Properties and Sample Differences in Healthy and Clinical Populations. Psychoneuroendocrinology, 83, 21. https://doi.org/10.1016/j.psyneuen.2017.07.296
Smith, B. W., Dalen, J., Wiggins, K., Tooley, E., Christopher, P., & Bernard, J. (2008). The Brief Resilience Scale: Assessing the Ability to Bounce Back. International Journal of Behavioral Medicine, 15(3), 194-200. https://doi.org/10.1080/10705500802222972
Soares, M. B., Mafra, S. C. T., & De Faria, E. R. (2018). Validation of a Scale of Perceived Stress in Higher Education Professors. Revista Reuna, 23(1), 1-19. https://doi.org/10.21714/2179-8834/2018v23n1p1-19
Taylor, J. M. (2015). Psychometric Analysis of the Ten-Item Perceived Stress Scale. Psychological Assessment, 27(1), 90-101. https://doi.org/10.1037/a0038100
Tsegaye, B. S., Andegiorgish, A. K., Amhare, A. F., & Hailu, H. B. (2022). Construct Validity and Reliability Amharic Version of Perceived Stress Scale (PSS-10) among Defense University students. BMC Psychiatry, 22(1), 691. https://doi.org/10.1186/s12888-022-04345-9
Turner, A. I., Smyth, N., Hall, S. J., Torres, S. J., Hussein, M., Jayasinghe, S. U., Ball, K., & Clow, A. J. (2020). Psychological Stress Reactivity and Future Health and Disease Outcomes: A Systematic Review of Prospective Evidence. Psychoneuroendocrinology, 114, 104599. https://doi.org/10.1016/j.psyneuen.2020.104599
Valentini, F., & Damásio, B. F. (2016). Variância Média Extraída e Confiabilidade Composta: Indicadores de Precisão. Psicologia: Teoria e Pesquisa, 32(2), e322225. https://doi.org/10.1590/0102-3772e322225
Koğar, E., & Koğar, H. (2024). A Systematic Review and Meta-Analytic Confirmatory Factor Analysis of the Perceived Stress Scale (PSS-10 and PSS-14). Stress and Health, 40(1), e3285. https://doi.org/10.1002/smi.3285
Yokokura, A. V., Da Silva, A. A., Fernandes, J. D., Del-Ben, C. M., De Figueiredo, F. P., Barbieri, M. A., & Bettiol, H. (2017). Perceived Stress Scale: Confirmatory Factor Analysis of the PSS14 and PSS10 Versions in Two Samples of Pregnant Women from the BRISA Cohort. Cadernos de Saúde Pública, 33(12), e00184615. https://doi.org/10.1590/0102-311x00184615
Downloads
Published
Issue
Section
License
Copyright (c) 2025 Giordanne Guimarães Freitas, Marcos Pascoal Pattussi, Tonantzin Ribeiro Gonçalves

This work is licensed under a Creative Commons Attribution 4.0 International License.
Copyright: In the event that the manuscript is approved for future publication, the authors retain the copyright and assign to the journal the rights to publish, edit, reproduce, distribute, exhibit, and communicate nationally and internationally in the various databases, repositories and portals.
Self-archiving policy: The author can share, disseminate, and publicize his research published by the media (e.g., academic social networks, repositories, and portals) available on the web. During the editorial review process, the journal will provide the author with the previous versions (post-print) which should NOT be disclosed by any media, only for personal use and for final approval. Liberabit will send the author the final version of the article (published version) in PDF and HTML to be shared, disseminated and disclosed by the media available on the web. After the publication of the articles, the authors can make other independent or additional agreements for the non-exclusive dissemination of the version of the article published in this journal (publication in books or institutional repositories), provided that it is indicated with the respective reference that the work has been published for the first time in this journal.