Analysis of Intergenerational Health-Related Quality of Life using Multiple Group Confirmatory Factor Analysis
Abstract
Health-Related Quality of Life (HRQoL) is a broad concept that includes physical, mental, emotional, and social aspects of well-being. Because different generations often view health in distinct ways, this study compared HRQoL among Generations X, Y, and Z in Medan using a quantitative, cross-sectional design. The main goal was to test and validate the factor structure of the SF-36 questionnaire and examine whether it measures HRQoL consistently across these groups through Multi-Group Confirmatory Factor Analysis (MG-CFA). The initial analysis supported a reliable four-factor model with 12 items covering Physical Functioning, Role Limitations due to Physical Health, Emotional Well-being, and Role Limitations due to Emotional Health. This model showed strong convergent validity. However, further testing revealed that the SF-36 does not maintain structural equivalence across the three generations, indicating that people interpret its items differently depending on their generational cohort. This finding highlights a key methodological issue: direct comparisons of HRQoL scores across generations are statistically invalid without adjustments. As a result, researchers must apply partial invariance techniques or refine the model before making meaningful cross-generational comparisons.
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Akoul, M., Lotfi, S., & Radid, M. (2021). Identification of student ’ s initial representations for accompanying use : Exploratory factor analysis. International Journal of Advanced Trends in Computer Science and Engineering, 10(1), 389–396. https://doi.org/10.30534/ijatcse/2021/581012021
Arovah, N. I., & Heesch, K. C. (2020). Verification of the Reliability and Validity of the Short Form 36 Scale in Indonesian Middle-aged and Older Adults. Journal of Preventive Medicine & Public Health, 53, 180–188. https://doi.org/10.3961/jpmph.19.324
Baharum, H., Ismail, A., Awang, Z., Mckenna, L., Ibrahim, R., & Mohamed, Z. (2023). The Study Adapted Instruments Based on Confirmatory Factor Analysis ( CFA ) to Validate Measurement Models of Latent Constructs. International Journal of Environmental Reasearch and Public Health, 20, 1–16. https://doi.org/10.3390/ijerph20042860
Botha, F., Morris, R. W., Butterworth, P., & Glozier, N. (2023). Generational differences in mental health trends in the twenty-first century. PNAS, 120(49), 1–8. https://doi.org/10.1073/pnas.2303781120
Boz, E. S. (2025). Evaluating measurement invariance of students’ practices regarding online information questionnaire in PISA 2022: a comparative study using MGCFA and alignment method. Education and Information Technologies, 30(1), 1219–1237. https://doi.org/10.1007/s10639-024-12921-7
Brown, T. A. (2018). Statistical power and sample size. In Basic Statistics and Epidemiology (Second edi). THE GUILFORD PRESS. https://doi.org/10.1201/9781315383286-21
Cudeck, R. (2000). 10 - Exploratory Factor Analysis. In H. E. A. Tinsley & S. D. Brown (Eds.), Handbook of Applied Multivariate Statistics and Mathematical Modeling (pp. 265–296). Academic Press. https://doi.org/10.1016/B978-012691360-6/50011-2
Guci, D. A., Permana, J., & Permana, J. (2024). Analisis Faktor Eksploratori (EFA) Dari Kinerja UKM Di Medan. Jurnal Ekonomi Bisnis, Manajemen Dan Akuntansi (JEBMA), 4(1), 463–467. https://doi.org/10.47709/jebma.v4i1.3682
Heo, W., Moon, K., & Ahn, S. Y. (2024). Unmasking the Phantoms of Generations : A Comparative Study of Financial Responsibility and Stress Across Generational Divides. Journal of Financial Therapy, 15(1), 1–27. https://doi.org/10.4148/1944-9771.1382 This
Hossain, M. J., Islam, M. W., Munni, U. R., Gulshan, R., Mukta, S. A., Miah, M. S., Sultana, S., Karmakar, M., Ferdous, J., & Islam, M. A. (2023). Health-related quality of life among thalassemia patients in Bangladesh using the SF-36 questionnaire. Scientific Reports, 13(1), 1–12. https://doi.org/10.1038/s41598-023-34205-9
Karimi, M., & Brazier, J. (2016). Health, Health-Related Quality of Life, and Quality of Life: What is the Difference? Pharmacoeconomics, 34(7), 645–649. https://doi.org/10.1007/s40273-016-0389-9
Kim, E. S., Cao, C., Wang, Y., Nguyen, D. T., Kim, E. S., Cao, C., Wang, Y., & Nguyen, D. T. (2017). Measurement Invariance Testing with Many Groups : A Comparison of Five Approaches Measurement Invariance Testing with Many Groups : A Comparison of Five Approaches. Structural Equation Modeling: A Multidisciplinary Journal, 24(4), 524–544. https://doi.org/10.1080/10705511.2017.1304822
Kline, R. B. (2016). Principles and Practice of Structural Equation Modeling. In D. A. Kenny & T. D. Little (Eds.), Principles and Practice of Structural Equation Modeling (Fourth edi, Vol. 1, Issue 1). The Guilford Press. https://doi.org/10.15353/cgjsc-rcessc.v1i1.25
Krishna, V. S., Ram, S. V. S., & Suhas, K. (2025). Comparative Analysis of Single-Layered vs . Double-Layered Bowel Anastomosis Closure Techniques : An Analytical Cross-Sectional Study. International Journal of Science and Research (IJSR), 14(6), 29–30. https://doi.org/10.21275/SR25527111321
Lau, J. H., Abdin, E., Vaingankar, J. A., Shafie, S., Sambasivam, R., Shahwan, S., Thumboo, J., Chong, S. A., & Subramaniam, M. (2021). Confirmatory factor analysis and measurement invariance of the English, Mandarin, and Malay versions of the SF-12v2 within a representative sample of the multi-ethnic Singapore population. Health and Quality of Life Outcomes, 19(1), 1–13. https://doi.org/10.1186/s12955-021-01709-9
Lee, R. L. T., Chien, W. T., Ligot, J., Nailes, J. M., & Tanida, K. (2020). Associations Between Quality of Life, Psychosocial Well-being and Health-Related Behaviors Among Adolescents in Chinese, Japanese, Taiwanese, Thai and the Filipino Populations: A Cross-Sectional Survey. International Journal of Environmental Research and Public Health, 17(7). https://doi.org/10.3390/ijerph17072402
Li, Y., Fay, M., Hunsberger, S., & Graubard, B. I. (2023). Variable Inclusion Strategies for Effective Quota Sampling and Propensity Modeling: An Application to SARS-CoV-2 Infection Prevalence Estimation. Journal of Survey Statistics and Methodology, 11(5), 1204–1228. https://doi.org/10.1093/jssam/smad026
Martín, J. C., & Indelicato, A. (2023). Comparing a Fuzzy Hybrid Approach with Invariant MGCFA to Study National Identity. Applied Science, 13(3). https://doi.org/10.3390/app13031657
Mindrila, D. (2023). Bayesian Latent Class Analysis: Sample Size, Model Size, and Classification Precision. Mathematics, 11(12). https://doi.org/10.3390/math11122753
Ocy, D. R., & Sarifah, I. (2025). EFA and CFA analysis : Development and validation of a test instrument for mathematical abstraction skills. Journal of Research and Advances in Mathematics Education, 10(2), 101–119. https://doi.org/10.23917/jramathedu.v10i2.7601
Poteralska, M., & Perek, J. (2025). Do Weights and Complex Design Matter in Structural Equation Modeling for Social Studies ? An Example of the Political Satisfaction ‑ Political Trust Model. Social Indicators Research, 923–953. https://doi.org/10.1007/s11205-025-03618-6
Selvi, H. (2021). Investigation of Measurement Invariance of State Test Anxiety Scale. International Journal of Assessment Tools in Education, 8(3), 570–582. https://doi.org/10.21449/ijate.827105
Setiawan, B., & Sunarharum, T. M. (2020). Ensuring Sustainable Urban Transformation in Indonesia : Toward Indonesia Emas 2045. The Journal of Indonesia Sustinable Development Planning (JISDeP), I(2), 217–224. https://doi.org/10.46456/jisdep.v1i2.80
Shau, T. V. (2017). The Confirmatory Factor Analysis ( CFA ) of Preschool Management Model in Sarawak. International Journal of Academic Research in Business & Social Science, 7(6), 193–202. https://doi.org/10.6007/IJARBSS/v7-i6/2959
Zhao, Y. (2025). Place-makers in the digital age : Lifestyle migrants and the emergence of lifestyle-oriented urbanization in China. Journal of Urban Affairs, 47(7), 2339–2354. https://doi.org/10.1080/07352166.2023.2291071
DOI: https://doi.org/10.31764/jtam.v10i3.35927
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