Insights from the indonesian family life survey, fifth wave: Job demands-resources profiles and their links to mental health

Authors

DOI:

https://doi.org/10.30659/jp.21.2.303-329

Keywords:

job demands-resources, latent class analysis, depressive symptoms, life satisfaction, indonesian family life survey

Abstract

The Job Demands-Resources (JD-R) model explains how job demands and job resources shape workers' psychological well-being through a health impairment process and a motivational process. JD-R research in Indonesia has largely relied on variable-centered approaches, which assume additive and uniform effects of demands and resources, overlooking how these factors combine differently across individuals. This study identified latent worker profiles based on five JD-R indicators (wage adequacy, working hours, employment status, number of jobs, and social security) and examined their links to depressive symptoms and life satisfaction, using data from the fifth wave of the Indonesian Family Life Survey (IFLS-5), with a final sample of 2,023 formal-sector workers. Latent class analysis identified three profiles: Fully Resourced (29.3%), Adequate but Contract-Vulnerable (47.6%), and Under-Resourced (23.1%), consistently distinguished by job resources rather than job demands. Membership in both the low-resource and high-resource profiles was significantly associated with depressive symptoms, whereas only the most fully resourced profile was associated with higher life satisfaction. These findings indicate that job resources have a direct and differentiated effect on mental health, suggesting that labor policy should consider the configuration of job resources holistically.

References

Alfaqeeh, M., Alfian, S. D., & Abdulah, R. (2025). Sociodemographic factors, health-risk behaviors, and chronic conditions are associated with a high prevalence of depressive symptoms: Findings from the Indonesian Family Life Survey-5. Behavioral Medicine, 51(2), 117–127. https://doi.org/10.1080/08964289.2024.2375205

Andresen, E. M., Malmgren, J. A., Carter, W. B., & Patrick, D. L. (1994). Screening for depression in well older adults: Evaluation of a short form of the CES-D (Center for Epidemiologic Studies Depression Scale). American Journal of Preventive Medicine, 10(2), 77–84. https://doi.org/10.1016/S0749-3797(18)30622-6

Asparouhov, T. (2016). Missing data, complex samples, and categorical data. Mplus Discussion. http://www.statmodel.com/cgi-bin/discus/discus.cgi

Badan Pusat Statistik. (2015). Upah minimum provinsi (UMP) per bulan menurut provinsi di Indonesia. Badan Pusat Statistik. https://www.bps.go.id

Bakker, A. B., & Demerouti, E. (2007). The Job Demands-Resources model: State of the art. Journal of Managerial Psychology, 22(3), 309–328. https://doi.org/10.1108/02683940710733115

Bakker, A. B., & Demerouti, E. (2017). Job Demands-Resources theory: Taking stock and looking forward. Journal of Occupational Health Psychology, 22(3), 273–285. https://doi.org/10.1037/ocp0000056

Bakker, A. B., Demerouti, E., & Euwema, M. C. (2005). Job resources buffer the impact of job demands on burnout. Journal of Occupational Health Psychology, 10(2), 170–180. https://doi.org/10.1037/1076-8998.10.2.170

Bakker, A. B., Demerouti, E., & Sanz-Vergel, A. (2023). Job Demands–Resources Theory: Ten years later. Annual Review of Organizational Psychology and Organizational Behavior, 10, 25–53. https://doi.org/10.1146/annurev-orgpsych-120920-053933

Bollen, K. A., Biemer, P. P., Karr, A. F., Tueller, S., & Berzofsky, M. E. (2016). Are survey weights needed? A review of diagnostic tests in regression analysis. Annual Review of Statistics and Its Application, 3(1), 375–392. https://doi.org/10.1146/annurev-statistics-011516-012958

Brummund, P., Mann, C., & Rodriguez-Castelan, C. (2018). Job quality and poverty in Latin America. Review of Development Economics, 22(4), 1682–1708. https://doi.org/10.1111/rode.12512

Bruns, A., & Pilkauskas, N. (2019). Multiple job holding and mental health among low-income mothers. Women’s Health Issues, 29(3), 205–212. https://doi.org/10.1016/j.whi.2019.01.006

Celeux, G., & Soromenho, G. (1996). An entropy criterion for assessing the number of clusters in a mixture model. Journal of Classification, 13(2), 195–212. https://doi.org/10.1007/BF01246098

Cheung, F., & Lucas, R. E. (2014). Assessing the validity of single-item life satisfaction measures: Results from three large samples. Quality of Life Research, 23(10), 2809–2818. https://doi.org/10.1007/s11136-014-0726-4

Claes, S., Vandepitte, S., Clays, E., & Annemans, L. (2023). How job demands and job resources contribute to our overall subjective well-being. Frontiers in Psychology, 14, 1220263. https://doi.org/10.3389/fpsyg.2023.1220263

Conen, W., & de Beer, P. (2021). When two (or more) do not equal one: An analysis of the changing nature of multiple and single jobholding in Europe. Transfer: European Review of Labour and Research, 27(2), 165–180. https://doi.org/10.1177/1024258921992129

Del Carpio, X., Nguyen, H., & Wang, L. C. (2015). Does the minimum wage affect employment? Evidence from the manufacturing sector in Indonesia. IZA Journal of Labor & Development, 4, 17. https://doi.org/10.1186/s40175-015-0036-4

Demerouti, E., Bakker, A. B., Nachreiner, F., & Schaufeli, W. B. (2001). The job demands-resources model of burnout. Journal of Applied Psychology, 86(3), 499–512. https://doi.org/10.1037/0021-9010.86.3.499

De Witte, H. (2005). Job insecurity: Review of the international literature on definitions, prevalence, antecedents and consequences. SA Journal of Industrial Psychology, 31(4), 1–6. https://doi.org/10.4102/sajip.v31i4.200

De Witte, H., Pienaar, J., & De Cuyper, N. (2016). Review of 30 years of longitudinal studies on the association between job insecurity and health and well-being: Is there causal evidence? Australian Psychologist, 51(1), 18–31. https://doi.org/10.1111/ap.12176

Fajri, M., Idaiani, S., Blakemore, A., Gibson, J., Susanti, H., Brooks, H., Bee, P., & Maharani, A. (2026). Water, sanitation, and depressive symptoms in Indonesia: The mediating role of life satisfaction. PLOS ONE, 21(2), e0341886. https://doi.org/10.1371/journal.pone.0341886

Hakanen, J. J., Schaufeli, W. B., & Ahola, K. (2008). The Job Demands-Resources model: A three-year cross-lagged study of burnout, depression, commitment, and work engagement. Work & Stress, 22(3), 224–241. https://doi.org/10.1080/02678370802379432

Hamsyah, F., Miyanaka, D., Tokita, M., Kawada, M., Mori, N., & Shimazu, A. (2024). Validation of the Indonesian version of the Recovery Experience Questionnaire. Industrial Health, 62, 90–101. https://doi.org/10.2486/indhealth.2023-0070

Hamsyah, F., Shimazu, A., & Hakanen, J. J. (2024). How work engagement and workaholism relate to individuals' and their intimate partners' mental well-being: A test of the spillover-crossover model among Indonesian dual-earner couples. Industrial Health, 62, 377–391. https://doi.org/10.2486/indhealth.2024-0094

International Labour Organization. (2018). Ensuring decent working time for the future. International Labour Office. https://www.ilo.org

Irmansyah, Kusumaningtyas, I. A. M. A., Satrya, A., Anselmi, L., Gibson, J., Wilkinson, J., Idaiani, S., Keliat, B. A., Susilo, D., Thabrany, H., Susanti, H., Brooks, H., Bee, P., Sutton, M., & Maharani, A. (2026). Negative life events and the risk of depression: Findings from Indonesia Family Life Survey 2014/2015. PLOS ONE, 21(1), e0319137. https://doi.org/10.1371/journal.pone.0319137

Iwata, N., Umesue, M., Egashira, K., Hiro, H., Mizoue, T., Mishima, N., & Nagata, S. (1998). Can positive affect items be used to assess depressive disorders in the Japanese population? Psychological Medicine, 28(1), 153–158. https://doi.org/10.1017/S0033291797005898

Kahneman, D., & Deaton, A. (2010). High income improves evaluation of life but not emotional well-being. Proceedings of the National Academy of Sciences, 107(38), 16489–16493. https://doi.org/10.1073/pnas.1011492107

Kementerian Ketenagakerjaan Republik Indonesia. (2024). Kumpulan data upah minimum. Satu Data Kemnaker. https://satudata.kemnaker.go.id/data/kumpulan-data

Liao, J., & Lian, Q. (2020). Latent class analysis of depressive symptoms and its relation with adverse childhood experiences in Chinese college students. Frontiers in Psychology, 11, 1345. https://doi.org/10.3389/fpsyg.2020.01345

Little, R. J. A., & Rubin, D. B. (2019). Statistical analysis with missing data (3rd ed.). Wiley.

Llosa, J. A., Menendez-Espina, S., Agullo-Tomas, E., & Rodriguez-Suarez, J. (2018). Job insecurity and mental health: A meta-analytical review of the consequences of precarious work in clinical disorders. Anales de Psicología, 34(2), 211–223. https://doi.org/10.6018/analesps.34.2.281651

Lo, Y. (2001). Testing the number of components in a normal mixture. Biometrika, 88(3), 767–778. https://doi.org/10.1093/biomet/88.3.767

Lucas, R. E., & Donnellan, M. B. (2012). Estimating the reliability of single-item life satisfaction measures: Results from four national panel studies. Social Indicators Research, 105(3), 323–331. https://doi.org/10.1007/s11205-011-9783-z

Marvianto, R. D. (2023). Psychometric properties of Mental Health Scale: An item response theory approach. Gadjah Mada Journal of Psychology, 9(2), 232–247. https://doi.org/10.22146/gamajop.73878

Marvianto, R. D., Kurniawan, D. V., & Husein, M. N. (2026). Unveiling the characteristics of depression symptoms in the Indonesian population: Lessons learned from the 5th wave of the Indonesian Family Life Survey (IFLS-5). Acta Psychologica, 262, 106093. https://doi.org/10.1016/j.actpsy.2025.106093

Muthén, L. K., & Muthén, B. O. (2011). Mplus user's guide (6th ed.). Muthén & Muthén.

Muthén, B. O., Muthén, L. K., & Asparouhov, T. (2015). Estimator choices with categorical outcomes. Muthén & Muthén. https://www.statmodel.com/download/EstimatorChoices.pdf

Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.

Pouliakas, K. (2017). Multiple job-holding: Career pathway or dire straits? IZA World of Labor, 356. https://doi.org/10.15185/izawol.356

Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1(3), 385–401. https://doi.org/10.1177/014662167700100306

RAND Corporation. (2015). RAND Indonesian Family Life Survey (IFLS). https://www.rand.org/labor/FLS/IFLS.html

R Core Team. (2025). R: A Language and Environment for Statistical Computing. https://www.R-project.org/

Republik Indonesia. (2003). Undang-Undang Nomor 13 Tahun 2003 tentang Ketenagakerjaan.

Republik Indonesia. (2013). Peraturan Menteri Tenaga Kerja dan Transmigrasi Nomor 7 Tahun 2013 tentang Upah Minimum.

Schaufeli, W. B., & Bakker, A. B. (2004). Job demands, job resources, and their relationship with burnout and engagement: A multi-sample study. Journal of Organizational Behavior, 25(3), 293–315. https://doi.org/10.1002/job.248

Schaufeli, W. B., & Taris, T. W. (2014). A critical review of the Job Demands-Resources model: Implications for improving work and health. In G. F. Bauer & O. Hämmig (Eds.), Bridging occupational, organizational and public health: A transdisciplinary approach (pp. 43–68). Springer. https://doi.org/10.1007/978-94-007-5640-3_4

Shanahan, L., Copeland, W. E., Worthman, C. M., Erkanli, A., Angold, A., & Costello, E. J. (2013). Sex-differentiated changes in C-reactive protein from ages 9 to 21: The contributions of BMI and physical/sexual maturation. Psychoneuroendocrinology, 38(10), 2209–2217. https://doi.org/10.1016/j.psyneuen.2013.04.010

Strauss, J., Witoelar, F., & Sikoki, B. (2016). The fifth wave of the Indonesia Family Life Survey: Overview and field report (WR-1143/1-NIA/NICHD). RAND Corporation. https://doi.org/10.7249/WR1143.1

Sujarwoto, S., Tampubolon, G., & Pierewan, A. C. (2018). Individual and contextual factors of happiness and life satisfaction in a low-middle-income country. Applied Research in Quality of Life, 13(4), 927–945. https://doi.org/10.1007/s11482-017-9567-y

Virtanen, M., Jokela, M., Madsen, I. E. H., Magnusson Hanson, L. L., Lallukka, T., Nyberg, S. T., Alfredsson, L., Batty, G. D., Bjorner, J. B., Borritz, M., Burr, H., Dragano, N., Erbel, R., Ferrie, J. E., Fransson, E. I., Hamer, M., Heikkilä, K., Knutsson, A., Koskenvuo, M., … Kivimäki, M. (2018). Long working hours and depressive symptoms: Systematic review and meta-analysis of published studies and unpublished individual participant data. Scandinavian Journal of Work, Environment & Health, 44(3), 239–250. https://doi.org/10.5271/sjweh.3712

Vuong, Q. H. (1989). Likelihood ratio tests for model selection and non-nested hypotheses. Econometrica, 57(2), 307–333. https://doi.org/10.2307/1912557

Wang, M.-C., Deng, Q., Bi, X., Ye, H., & Yang, W. (2017). Performance of the entropy as an index of classification accuracy in latent profile analysis: A Monte Carlo simulation study. Acta Psychologica Sinica, 49(11), 1473–1482. https://doi.org/10.3724/SP.J.1041.2017.01473

Weller, B. E., Bowen, N. K., & Faubert, S. J. (2020). Latent class analysis: A guide to best practice. Journal of Black Psychology, 46(4), 287–311. https://doi.org/10.1177/0095798420930932

Zarate-Ortiz, A. G., Fernández-González, L., & Rodríguez-Díaz, F. J. (2022). Latent classes of depression symptoms and associated factors in adolescents: A population-based study. BMC Psychiatry, 22, 506. https://doi.org/10.1186/s12888-022-04128-1

Downloads

Published

2026-10-15