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It's giving me the blues: A fixed-effects and g-formula approach to understanding job insecurity, sleep disturbances, and major depression

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  • Högnäs, Robin S.
  • Bijlsma, Maarten J.
  • Högnäs, Ulf
  • Blomqvist, Sandra
  • Westerlund, Hugo
  • Hanson, Linda Magnusson

Abstract

Research suggests that work-related factors like job insecurity increases the risk of major depression (MD), although it is unclear whether the association is causal. Research further suggests that job insecurity increases sleep disturbances, which is also a risk factor for MD. Based on current knowledge, it is possible that job insecurity operates through sleep disturbances to affect MD, but this pathway has not been examined in the literature. The current study extends the literature by using two complementary, counterfactual approaches (i.e., random- and fixed-effects regression and a mediational g-formula) to examine whether job insecurity causes MD and whether sleep disturbances mediate the relationship. A methodological triangulation approach allowed us to adjust for unobserved and intermediate confounding, which has not been addressed in prior research. Findings suggest that the relationship between job insecurity and MD is primarily direct, that hypothetically intervening on job insecurity (in our g-formula) would reduce MD by approximately 10% at the population level, and this relationship operates via sleep disturbances to some degree. However, the indirect pathway had a high degree of uncertainty.

Suggested Citation

  • Högnäs, Robin S. & Bijlsma, Maarten J. & Högnäs, Ulf & Blomqvist, Sandra & Westerlund, Hugo & Hanson, Linda Magnusson, 2022. "It's giving me the blues: A fixed-effects and g-formula approach to understanding job insecurity, sleep disturbances, and major depression," Social Science & Medicine, Elsevier, vol. 297(C).
  • Handle: RePEc:eee:socmed:v:297:y:2022:i:c:s0277953622001113
    DOI: 10.1016/j.socscimed.2022.114805
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    References listed on IDEAS

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    1. Bijlsma, Maarten & Tarkiainen, Lasse & Myrskylä, Mikko & Martikainen, Pekka, 2017. "Unemployment and subsequent depression: A mediation analysis using the parametric G-formula," LSE Research Online Documents on Economics 85335, London School of Economics and Political Science, LSE Library.
    2. Ferrie, Jane E. & Shipley, Martin J. & Marmot, Michael G. & Stansfeld, Stephen & Smith, George Davey, 1998. "The health effects of major organisational change and job insecurity," Social Science & Medicine, Elsevier, vol. 46(2), pages 243-254, January.
    3. Pohlan, Laura, 2019. "Unemployment and social exclusion," Journal of Economic Behavior & Organization, Elsevier, vol. 164(C), pages 273-299.
    4. Schoeni, Robert F, 1995. "Marital Status and Earnings in Developed Countries," Journal of Population Economics, Springer;European Society for Population Economics, vol. 8(4), pages 351-359, November.
    5. Rothman, K.J. & Greenland, S., 2005. "Causation and causal inference in epidemiology," American Journal of Public Health, American Public Health Association, vol. 95(S1), pages 144-150.
    6. Carsten Ochsen & Heinz Welsch, 2011. "The social costs of unemployment: accounting for unemployment duration," Applied Economics, Taylor & Francis Journals, vol. 43(27), pages 3999-4005.
    7. Eve Caroli & Mathilde Godard, 2016. "Does job insecurity deteriorate health?," Health Economics, John Wiley & Sons, Ltd., vol. 25(2), pages 131-147, February.
    8. Katharina Näswall & Hans De Witte, 2003. "Who Feels Insecure in Europe? Predicting Job Insecurity from Background Variables," Economic and Industrial Democracy, Department of Economic History, Uppsala University, Sweden, vol. 24(2), pages 189-215, May.
    9. Arber, Sara & Bote, Marcos & Meadows, Robert, 2009. "Gender and socio-economic patterning of self-reported sleep problems in Britain," Social Science & Medicine, Elsevier, vol. 68(2), pages 281-289, January.
    10. Bijlsma, Maarten J. & Tarkiainen, Lasse & Myrskylä, Mikko & Martikainen, Pekka, 2017. "Unemployment and subsequent depression: A mediation analysis using the parametric G-formula," Social Science & Medicine, Elsevier, vol. 194(C), pages 142-150.
    11. Bijlsma, Maarten J. & Wilson, Ben & Tarkiainen, Lasse & Myrskylä, Mikko & Martikainen, Pekka, 2019. "The impact of unemployment on antidepressant purchasing: adjusting for unobserved time-constant confounding in the g-formula," LSE Research Online Documents on Economics 101216, London School of Economics and Political Science, LSE Library.
    12. Golden, Shelley D. & Perreira, Krista M., 2015. "Losing jobs and lighting up: Employment experiences and smoking in the Great Recession," Social Science & Medicine, Elsevier, vol. 138(C), pages 110-118.
    13. Blackmore, E.R. & Stansfeld, S.A. & Weller, I. & Munce, S. & Zagorski, B.M. & Stewart, D.E., 2007. "Major depressive episodes and work stress: Results from a national population survey," American Journal of Public Health, American Public Health Association, vol. 97(11), pages 2088-2093.
    14. repec:hal:pseose:halshs-01311366 is not listed on IDEAS
    15. Maarten J. Bijlsma & Ben Wilson, 2020. "Modelling the socio‐economic determinants of fertility: a mediation analysis using the parametric g‐formula," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 183(2), pages 493-513, February.
    16. Korpi, Tomas, 1997. "Is utility related to employment status? Employment, unemployment, labor market policies and subjective well-being among Swedish youth," Labour Economics, Elsevier, vol. 4(2), pages 125-147, June.
    17. Hernández-Quevedo, Cristina & Jones, Andrew M. & López-Nicolás, Angel & Rice, Nigel, 2006. "Socioeconomic inequalities in health: A comparative longitudinal analysis using the European Community Household Panel," Social Science & Medicine, Elsevier, vol. 63(5), pages 1246-1261, September.
    18. Monsivais, Pablo & Martin, Adam & Suhrcke, Marc & Forouhi, Nita G. & Wareham, Nicholas J., 2015. "Job-loss and weight gain in British adults: Evidence from two longitudinal studies," Social Science & Medicine, Elsevier, vol. 143(C), pages 223-231.
    19. Griep, Yannick & Lukic, Alexandra & Kraak, Johannes M. & Bohle, Sergio Andrés López & Jiang, Lixin & Vander Elst, Tinne & De Witte, Hans, 2021. "The chicken or the egg: The reciprocal relationship between job insecurity and mental health complaints," Journal of Business Research, Elsevier, vol. 126(C), pages 170-186.
    20. Barry Watson & Lars Osberg, 2018. "Job insecurity and mental health in Canada," Applied Economics, Taylor & Francis Journals, vol. 50(38), pages 4137-4152, August.
    21. Isabelle Niedhammer & Hélène Sultan-Taïeb & Jean-François Chastang & Greet Vermeylen & Agnès Parent-Thirion, 2012. "Exposure to psychosocial work factors in 31 European countries," Post-Print halshs-01228097, HAL.
    22. Bijlsma, Maarten J. & Wilson, Ben, 2020. "Modelling the socio-economic determinants of fertility: a mediation analysis using the parametric g-formula," LSE Research Online Documents on Economics 102414, London School of Economics and Political Science, LSE Library.
    23. Minelli, Liliana & Pigini, Claudia & Chiavarini, Manuela & Bartolucci, Francesco, 2014. "Employment status and perceived health condition: longitudinal data from Italy," MPRA Paper 55788, University Library of Munich, Germany.
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