Composition of Factors and Psychometric Characteristics of the Perceived Stress Scale in a Sample of Romanian Employees
DOI:
https://doi.org/10.37130/xkjfr339Keywords:
employees, factorial model, measurement invariance, perceived stress, psychometric validationAbstract
The present study investigates the composition of factors and psychometric qualities of the Perceived Stress Scale among Romanian employees. This scale is widely used on a professional level, but its structure is unclear. 342 employees participated in an online survey between March and May 2025. Of these, 205 were from the educational sector and 137 from non-educational sectors. Two problematic items were excluded due to their inappropriate statistical behavior, resulting in an eight-item version. Four confirmatory models were estimated, including a single- factor model, a second-order factor model, a bifactorial model, and two first-order correlated factors representing perceived stress and perceived coping ability. The correlated factor model was the most coherent and parsimonious representation of the data, while the bifactorial solution presented insignificant loadings. Multi-group confirmatory factor analyses supported configural, metric, and scalar invariance across genders and residential settings, facilitating meaningful comparisons of latent means. Configurational and metric invariance was confirmed in occupational terms, with parameter variations between domains. The PSS-8 has been demonstrated to serve as a reliable and effective instrument for the purpose of monitoring occupational stress and evaluating interventions designed to alleviate stress and augment coping resources. The findings lend support to the practice of reporting both the overall score and the subscales in both organizational contexts. However, the cross-sectional nature of the study, the online recruitment methodology, and gender imbalance are acknowledged limitations. Nevertheless, the data obtained provide a solid foundation for future longitudinal research using this instrument.
References
Ait Ali, D., Elhad, H., Dihadril, S. et al. (2025) Assessing stress and reflective practice among nursing students during clinical practicum. Teaching and Learning in Nursing, 20. https://doi.org/10.1016/j.teln.2025.06.014 DOI: https://doi.org/10.1016/j.teln.2025.06.014
Azouaghe, S., Kouabenan, D.R., & Belhaj, A. (2025) Psychological health at work of Moroccan teachers: A qualitative study. International Perspectives in Psychology: Research, Practice, Consultation. Advance online publication. https://doi.org/10.1027/2157-3891/a000117 DOI: https://doi.org/10.1027/2157-3891/a000117
Becerra-García, J.A., Valdivieso, I., Barbeito, S., Calvo, A., & Sánchez-Gutiérrez, T. (2024) Psychometric properties of the COVID-19 related Perceived Stress Scale online version in the Spanish population. Journal of Affective Disorders Reports, 15, 100716. https://doi.org/https://doi.org/10.1016/j.jadr.2024.100716 DOI: https://doi.org/10.1016/j.jadr.2024.100716
Breitenbach, M., Kapferer, E., & Sedmak, C. (2021) Hans Selye and the Origins of Stress Research. In Stress and Poverty: A Cross-Disciplinary Investigation of Stress in Cells, Individuals, and Society, pp. 21-28. Cham: Springer International Publishing DOI: https://doi.org/10.1007/978-3-030-77738-8_2
Cohen, S., & Janicki-Deverts, D. (2012) Who’s Stressed? Distributions of Psychological Stress in the United States in Probability Samples from 1983, 2006, and 2009. Journal of Applied Social Psychology, 42(6), 1320-1334. https://doi.org/https://doi.org/10.1111/j.1559-1816.2012.00900.x DOI: https://doi.org/10.1111/j.1559-1816.2012.00900.x
Cohen, S., Gianaros, P. J., & Manuck, S. B. (2016) A Stage Model of Stress and Disease. Perspectives on Psychological Science, 11(4), 456-463. https://doi.org/10.1177/1745691616646305 DOI: https://doi.org/10.1177/1745691616646305
Crăciun, B., Craiovan, P. M., & Crăciun, A. (2015) Perceived Stress and Strategic Approach to Coping among Health Professionals in Private Practice. Procedia – Social and Behavioral Sciences, 187, 374-378. https://doi.org/10.1016/j.sbspro.2015.03.070 DOI: https://doi.org/10.1016/j.sbspro.2015.03.070
De Simone, S., Cicotto, G., & Lampis, J. (2016) Occupational stress, job satisfaction and physical health in teachers. European Review of Applied Psychology, 66(2), 65-77. https://doi.org/10.1016/j.erap.2016.03.002 DOI: https://doi.org/10.1016/j.erap.2016.03.002
Desouky, D., & Allam, H. (2017) Occupational stress, anxiety and depression among Egyptian teachers. Journal of epidemiology and global health, 7(3), 191-198. https://doi.org/10.1016/jjegh.2017.06.002 DOI: https://doi.org/10.1016/j.jegh.2017.06.002
Dilekçi, Ü., Kaya, A., & Çiçek, I. (2025) Occupational stress, burnout, and change fatigue as predictors of quiet quitting among teachers. Acta Psychologica, 254(10481), 2. https://doi.org/10.1016/j.actpsy.2025.104812 DOI: https://doi.org/10.1016/j.actpsy.2025.104812
Dominguez Lara, S., Prada-Chapoñan, R., Cortez-Vidal, M., Alvitres-Castillo, V., & Manrique Millones, D. (2024) Normative data for an inventory of academic stress for freshmen students. Revista Avaliação Psicológica, 23, 131-137. https://doi.org/10.15689/ap.2024.2302.01
Dumitrescu, C. (2014) Influence of Psychotherapeutic Interventions on Occupational Stress. Procedia - Social and Behavioral Sciences, 127, 696-701. https://doi.org/10.1016/j.sbspro.2014.03.338 DOI: https://doi.org/10.1016/j.sbspro.2014.03.338
Godoy, L. D., Rossignoli, M. T., Delfino-Pereira, P., Garcia-Cairasco, N., & de Lima Umeoka, E. H. (2018) A comprehensive overview on stress neurobiology: basic concepts and clinical implications. Frontiers in behavioral neuroscience, 12, 127. https://doi.org/10.3389/fnbeh.2018.00127 DOI: https://doi.org/10.3389/fnbeh.2018.00127
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019) Multivariate Data Analysis. Cengage. https://books.google.com.tr/books?id=0R9ZswEACAAJ
Harris, K. M., Gaffey, A. E., Schwartz, J. E., Krantz, D. S., & Burg, M. M. (2023) The Perceived Stress Scale as a Measure of Stress: Decomposing Score Variance in Longitudinal Behavioral Medicine Studies. Ann Behav Med, 57(10), 846-854. https://doi.org/10.1093/abm/kaad015 DOI: https://doi.org/10.1093/abm/kaad015
He, J., Tu, S., Zhao, H., & He, Q. (2025) Transitioning from perceived stress to mental health: The mediating role of self-control in a longitudinal investigation with MRI scans. International Journal of Clinical and Health Psychology, 25(1), 100539. https://doi.org/https://doi.org/10.1016/j.ijchp.2024.100539 DOI: https://doi.org/10.1016/j.ijchp.2024.100539
Herrero, J., & Meneses, J. (2006) Short Web-based versions of the perceived stress (PSS) and Center for Epidemiological Studies-Depression (CESD) Scales: a comparison to pencil and paper responses among Internet users. Computers in Human Behavior, 22(5), 830-846. https://doi.org/https://doi.org/10.1016/j.chb.2004.03.007 DOI: https://doi.org/10.1016/j.chb.2004.03.007
Hooker, S. A., Olson-Bullis, B., Levin, A., Ziegenfuss, J. Y., Margolis, K. L., & Rossom, R. C. (2025) Depression and anxiety among K–12 teachers in the United States: A systematic review. School Psychology, 40(4), 445–461. https://doi.org/10.1037/spq0000666 DOI: https://doi.org/10.1037/spq0000666
Hou, X., & Hu, J. (2023) Depression and bedtime procrastination: Chain mediation of brooding and perceived stress. Heliyon, 9(12), e22672. https://doi.org/https://doi.org/10.1016/j.heliyon.2023.e22672 DOI: https://doi.org/10.1016/j.heliyon.2023.e22672
Howard, K., Haskard‐Zolnierek, K., Johnson, A., Roming, S., Price, R., & Cobos, B. (2017) Somatization disorder and stress in teachers: A comprehensive occupational health evaluation. Journal of Applied Biobehavioral Research, 22(4), e12105. https://doi.org/10.1111/jabr.12105 DOI: https://doi.org/10.1111/jabr.12105
Jatic, Z., Trifunovic, N., Erkocevic, H., Hasanovic, E., Dzambo, I., & Pilav, A. (2023). Construct validity of the perceived stress scale (PSS-10) in a sample of health professionals in family medicine in Bosnia and Herzegovina. Public Health in Practice, 6, 100413. https://doi.org/10.1016/j.puhip.2023.100413 DOI: https://doi.org/10.1016/j.puhip.2023.100413
Jeon, H.-J., Kwon, K.-A., McCartney, C., & Diamond, L. (2024) Early childhood education and early childhood special education teachers’ perceived stress, burnout, and depressive symptoms. Children and Youth Services Review, 166, 107915. https://doi.org/https://doi.org/10.1016/j.childyouth.2024.107915 DOI: https://doi.org/10.1016/j.childyouth.2024.107915
Jiang, C., Ma, H., Luo, Y. et al (2023) Validation of the Chinese version of the Perceived Stress Scale-10 integrating exploratory graph analysis and confirmatory factor analysis. General Hospital Psychiatry, 84, 194-202. https://doi.org/https://doi.org/10.1016/j.genhosppsych.2023.07.008 DOI: https://doi.org/10.1016/j.genhosppsych.2023.07.008
Khalaf, T., El Khoury Malame, M., Soria Royuela et al. (2024) Time perspective and attachment predict perceived stress in Lebanese undergraduates: The mediating role of trait emotional intelligence. Acta Psychologica, 249 ART - 104471. https://doi.org/10.1016/j.actpsy.2024.104471 DOI: https://doi.org/10.1016/j.actpsy.2024.104471
Kocalevent, R.-D., Levenstein, S., Fliege, H., Schmid, et al. (2007) Contribution to the construct validity of the Perceived Stress Questionnaire from a population- based survey. Journal of Psychosomatic Research, 63(1), 71-81. https://doi.org/10.1016/j.jpsychores.2007.02.010 DOI: https://doi.org/10.1016/j.jpsychores.2007.02.010
Lee, E. H. (2012) Review of the psychometric evidence of the Perceived Stress Scale. Asian Nursing Research, 6, 121-127. https://doi.org/10.1016/j.anr.2012.08.024 DOI: https://doi.org/10.1016/j.anr.2012.08.004
Leung, S. S., Wah Mak, Y., Yu Chui, Y. et al. (2010) Occupational stress, mental health status and stress management behaviors among secondary school teachers in Hong Kong. Health Education Journal, 68(4), 328-343. https://doi.org/10.1177/0017896909349255 DOI: https://doi.org/10.1177/0017896909349255
Liu, S., & Onwuegbuzie, A. J. (2012) Chinese teachers’ work stress and their turnover intention. International Journal of Educational Research, 53, 160–170. https://doi.org/10.1016/j.ijer.2012.03.006 DOI: https://doi.org/10.1016/j.ijer.2012.03.006
Mardare, I., & Bratu, E. (2020) Measuring Stress – Methods and Tools. Acta Medica Transilvanica, 25, 5-7. https://doi.org/10.2478/amtsb-2020-0002 DOI: https://doi.org/10.2478/amtsb-2020-0002
Medvedev, O. N., Krägeloh, C. U., Narayanan, A., & Siegert, R. J. (2017) Rasch analysis of the Perceived Stress Scale: Confirmatory factor analysis and measurement invariance. Stress and Health, 33, 555-565. https://doi.org/10.1002/smi.2743 DOI: https://doi.org/10.1002/smi.2743
Mehta, P., Garg, N., Gharib, M., Mehak, & Pimpunchat, B. (2023) Social support during COVID-19: Exploring the psychometric properties of the PSS-JSAS and its relationship with job search activities. Socio-Economic Planning Sciences, 85, 101349. https://doi.org/10.1016/j.seps.2022.101349 DOI: https://doi.org/10.1016/j.seps.2022.101349
Mennes, H., von der Embse, N., Kim, E., Sundar, P., Hines, D., & Welliver, M. (2024) Are “well” teachers “better” teachers? A look into the relationship between first-year teacher emotion and use of evidence-based instructional strategies. School Psychology, 39(3), 325–335. https://doi.org/10.1037/spq0000593 DOI: https://doi.org/10.1037/spq0000593
Michaelides, M. P., Christodoulou, A., Kkeli, N., Karekla, M., & Panayiotou, G. (2016) Factorial structure of the Perceived Stress Scale and implications for scoring. Revue européenne de psychologie appliquée, 66, 309-316. https://doi.org/10.1016/j.erap.2016.07.002 DOI: https://doi.org/10.1016/j.erap.2016.07.002
Moreno Lucas, J. L., & Morales Rodríguez, F.M. (2023) Stress, burnout, and resilience: Are teachers at risk?. International Journal of Mental Health Promotion, 25(2), 207-222, https://doi.org/10.32604/ijmhp.2023.025901 DOI: https://doi.org/10.32604/ijmhp.2023.025901
Nevado, B., & Nelson, J. B. (2024). Perceived stress and renewal: The effects of long-term stress on the renewal effect. Neurobiology of Learning and Memory, 211 ARTN - 107927. https://doi.org/10.1016/j.nlm.2024.107927 DOI: https://doi.org/10.1016/j.nlm.2024.107927
Nielsen, T., & Dammeyer, J. (2019). Measuring higher education students’ perceived stress: An IRT-based construct validity study of the PSS-10. Studies in Educational Evaluation, 63, 17-25. https://doi.org/https://doi.org/10.1016/j.stueduc.2019.06.007 DOI: https://doi.org/10.1016/j.stueduc.2019.06.007
Núñez-Regueiro, F., Escriva-Boulley, G., Azouaghe, S., Leroy, N., & Núñez- Regueiro, S. (2023) “Motivated To Teach, but Stressed Out by Teacher Education”: A Content Analysis of Self-Reported Sources of Stress and Motivation Among Preservice Teachers. Journal of Teacher Education, 75(1), 76-91. https://doi.org/10.1177/00224871231181374 DOI: https://doi.org/10.1177/00224871231181374
Prilleltensky, I., Neff, M., & Bessell, A. (2016) Teacher Stress: What It Is, Why It’s Important, How It Can be Alleviated. Theory Into Practice, 55(2), 104–111. https://doi.org/10.1080/00405841.2016.1148986 DOI: https://doi.org/10.1080/00405841.2016.1148986
Putnick, D. L., & Bornstein, M. H. (2016) Measurement Invariance Conventions and Reporting: The State of the Art and Future Directions for Psychological Research. Dev Rev, 41, 71-90. https://doi.org/10.1016/j.dr.2016.06.004 DOI: https://doi.org/10.1016/j.dr.2016.06.004
Ruisoto, P., López-Guerr, 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 & Behavior, 224 ARTN - 113045. https://doi.org/10.1016/j.physbeh.2020.113045 DOI: https://doi.org/10.1016/j.physbeh.2020.113045
Ryan, S. V., von der Embse, N. P., Pendergast, L. L., Saeki, E., Segool, N., & Schwing, S. (2017) Leaving the teaching profession: The role of teacher stress and educational accountability policies on turnover intent. Teaching and teacher education, 66, 1-11. https://doi.org/10.1016/j.tate.2017.03.016 DOI: https://doi.org/10.1016/j.tate.2017.03.016
Schneider, E. E., Schönfelder, S., Domke-Wolf, M., & Wessa, M. (2020) Measuring stress in clinical and nonclinical subjects using a German adaptation of the Perceived Stress Scale. International Journal of Clinical and Health Psychology, 20, 173-181. https://doi.org/10.1016/j.ijchp.2020.03.004 DOI: https://doi.org/10.1016/j.ijchp.2020.03.004
Schonfeld, I. S., Bianchi, R., & Luehring-Jones, P. (2017) Consequences of job stress for the mental health of teachers. In Educator stress: An occupational health perspective, 55- 75. Cham: Springer International Publishing DOI: https://doi.org/10.1007/978-3-319-53053-6_3
Selye, H. (1976) The stress of life. New York: McGrawHill.
Siqueira Reis, R., Ferreira Hino, A.A., & Romélio Rodriguez Añez, C. (2010) Perceived stress scale: Reliability and validity study in Brazil. Journal of health psychology, 15(1), 107-114. https://doi.org/10.1177/1359105309346343 DOI: https://doi.org/10.1177/1359105309346343
Suh, Y. A., Shim, H., Lee, H. J., Lee, J. H., Park, M. S., & Choi, S. (2025) Effects of subjective stress levels on learning effectiveness in high-fidelity simulation among healthcare workers. Acta Psychologica, 257 ARTN - 105075. https://doi.org/10.1016/j.actpsy.2025.105075 DOI: https://doi.org/10.1016/j.actpsy.2025.105075
Whitaker, R. C., Dearth-Wesley, T., & Gooze, R.A. (2015) Workplace stress and the quality of teacher–children relationships in Head Start. Early Childhood Research Quarterly, 30, 57-69. https://doi.org/10.1016/j.ecresq.2014.08.008 DOI: https://doi.org/10.1016/j.ecresq.2014.08.008
Wong, V. W., Ruble, L. A., Yu, Y., & McGrew, J. H. (2017) Too Stressed to Teach? Teaching Quality, Student Engagement, and IEP Outcomes. Exceptional Children, 83(4), 412-427. https://doi.org/10.1177/0014402917690729 DOI: https://doi.org/10.1177/0014402917690729
Zheng, W. et al. (2024) The influence of organizational caring on mobile phone addiction in undergraduate nursing students: The chain mediating role of perceived stress and self-control. Heliyon, 10(18), e37679. https://doi.org/10.1016/j.heliyon.2024.e37679 DOI: https://doi.org/10.1016/j.heliyon.2024.e37679