Abstract
The global expansion of educational systems has led to a growing prevalence of overeducation. Despite the well-documented overeducation-depression nexus in the developed world, scholars have paid much less attention to this relationship in developing countries. This study utilized data from the China Labor-Force Dynamis Survey (CLDS) 2016 and China’s 1% Population Sample Survey 2015 to explore the mechanisms linking overeducation to depressive symptoms and identify factors buffering the strength of this association. Employing causal inference methods, including instrumental variable regression and propensity score matching, we find a positive impact of overeducation on depressive symptoms. Mediation analysis shows that low personal income and perceived fairness of earnings act as mediators, aligning with perspectives of wage penalty and distributive justice within the context of overeducation. Moreover, interaction effects suggest a stronger association between overeducation and depressive symptoms among individuals with less job autonomy, partially due to their lower likelihood of perceiving their earnings as fair. This study integrates status inconsistency theory and distributive justice theory, offering valuable insights for future research and policy formulation to address mental health challenges linked to educational mismatch in the workforce.
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References
Adams, J. S. (1963). Towards an understanding of inequity. The Journal of Abnormal and Social Psychology, 67(5), 422.
Adriaans, J. (2023). Fairness of earnings in Europe: The consequences of unfair under- and overreward for life satisfaction. European Sociological Review, 39(1), 118–131. https://doi.org/10.1093/esr/jcac044.
Battu, H., & Bender, K. A. (2020). Educational mismatch in developing countries: A review of the existing evidence. In S. Bradley, & C. Green (Eds.), The Economics of Education (Second Edition) (pp. 269–289). Academic.
Bracke, P., Pattyn, E., & von dem Knesebeck, O. (2013). Overeducation and depressive symptoms: Diminishing mental health returns to education. Sociology of Health and Illness, 35(8), 1242–1259. https://doi.org/10.1111/1467-9566.12039.
Bracke, P., Van De Straat, V., & Missinne, S. (2014). Education, mental health, and education-labor market misfit. Journal of Health and Social Behavior, 55(4), 442–459. https://doi.org/10.1177/0022146514557332.
Caroleo, F. E., & Pastore, F. (2018). Overeducation at a glance: Determinants and wage effects of the educational mismatch based on Almalaurea data. Social Indicators Research, 137(3), 999–1032. https://doi.org/10.1007/s11205-017-1641-1.
Chandola, T., Booker, C. L., Kumari, M., & Benzeval, M. (2019). Are flexible work arrangements associated with lower levels of chronic stress-related biomarkers? A study of 6025 employees in the UK Household Longitudinal Study. Sociology, 53(4), 779–799. https://doi.org/10.1177/0038038519826014.
Chevalier, A. (2003). Measuring over-education. Economica, 70(279), 509–531.
Clausen, T., Pedersen, L. R. M., Andersen, M. F., Theorell, T., & Madsen, I. E. H. (2022). Job autonomy and psychological well-being: A linear or a non-linear association? European Journal of Work and Organizational Psychology, 31(3), 395–405. https://doi.org/10.1080/1359432X.2021.1972973.
Davis, J. A. (1959). A formal interpretation of the theory of relative deprivation. Sociometry, 22(4), 280–296.
Dudal, P., & Bracke, P. (2019). On the moderation of the relation between overeducation and depressive symptoms through labor market and macro-economic factors. Health & Place, 56, 135–146. https://doi.org/10.1016/j.healthplace.2018.12.009.
Dunlavy, A. C., Garcy, A. M., & Rostila, M. (2016). Educational mismatch and health status among foreign-born workers in Sweden. Social Science and Medicine, 154, 36–44. https://doi.org/10.1016/j.socscimed.2016.02.018.
Erdogan, B., & Bauer, T. N. (2009). Perceived overqualification and its outcomes: The moderating role of empowerment. Journal of Applied Psychology, 94(2), 557.
Ferrante, F. (2017). Great expectations: The unintended consequences of educational choices. Social Indicators Research, 131(2), 745–767. https://doi.org/10.1007/s11205-016-1268-7.
Frank, K., & Hou, F. (2018). Over-education and well-being: How does education-occupation mismatch affect the life satisfaction of university-educated immigrant and non-immigrant workers? Ethnicity and Health, 23(8), 884–901. https://doi.org/10.1080/13557858.2017.1316832.
Freeman, R. B. (1976). The overeducated American. Academic.
Ganzeboom, H. B., De Graaf, P. M., & Treiman, D. J. (1992). A standard international socio-economic index of occupational status. Social Science Research, 21(1), 1–56.
Garcy, A. M. (2015). Educational mismatch and mortality among native-born workers in Sweden. A 19-year longitudinal study of 2.5 million over-educated, matched and under-educated individuals, 1990–2008. Sociology of Health and Illness, 37(8), 1314–1336. https://doi.org/10.1111/1467-9566.12312.
Glewwe, P., & Muralidharan, K. (2016). Improving education outcomes in developing countries: Evidence, knowledge gaps, and policy implications. In E. A. Hanushek, S. Machin, & L. Woessmann (Eds.), Handbook of the Economics of Education (Vol. 5, pp. 653–743). Elsevier.
Goode, W. J. (1960). A theory of role strain. American Sociological Review, 25(4), 483–496. https://doi.org/10.2307/2092933.
Haar, J. M., Russo, M., Suñe, A., & Ollier-Malaterre, A. (2014). Outcomes of work–life balance on job satisfaction, life satisfaction and mental health: A study across seven cultures. Journal of Vocational Behavior, 85(3), 361–373. https://doi.org/10.1016/j.jvb.2014.08.010.
Hackman, J. R., & Oldham, G. R. (1980). Work redesign. Addison-Wesley.
Hayes, A. F. (2015). An index and test of linear moderated mediation. Multivariate Behavioral Research, 50(1), 1–22. https://doi.org/10.1080/00273171.2014.962683.
Hayes, A. F. (2022). Introduction to Mediation, Moderation, and conditional process analysis: A regression-based Approach (Third Edition). Guilford Press.
Herzberg, F. (1968). One more time: How do you motivate employees. Harvard Business Review Boston.
Hirsh, J. B., & Kang, S. K. (2016). Mechanisms of identity conflict: Uncertainty, anxiety, and the behavioral inhibition system. Personality and Social Psychology Review, 20(3), 223–244.
Imai, K., Keele, L., & Tingley, D. (2010a). A general approach to causal mediation analysis. Psychological Methods, 15(4), 309.
Imai, K., Keele, L., & Yamamoto, T. (2010b). Identification, inference and sensitivity analysis for causal mediation effects.
International Labour Organization (2023b). ILOSTAT Explorer: Educational Mismatch, Normative Approach. Retrieved from https://www.ilo.org/shinyapps/bulkexplorer32/?lang=en.
International Labour Organization (2023a). ILOSTAT Database Description: Education and Mismatch Indicators. Retrieved from https://ilostat.ilo.org/resources/concepts-and-definitions/description-education-and-mismatch-indicators/.
Lee, C. H. (2005). A study of underemployment among self-initiated expatriates. Journal of World Business, 40(2), 172–187. https://doi.org/10.1016/j.jwb.2005.02.005.
Levels, M., Van der Velden, R., & Allen, J. (2014). Educational mismatches and skills: New empirical tests of old hypotheses. Oxford Economic Papers, 66(4), 959–982.
Lewinsohn, P. M., Seeley, J. R., Roberts, R. E., & Allen, N. B. (1997). Center for epidemiologic studies Depression Scale (CES-D) as a screening instrument for depression among community-residing older adults. Psychology and Aging, 12(2), 277.
Lu, Z., Wang, S., Li, Y., Liu, X., & Olsen, W. (2023). Who gains mental health benefits from work autonomy? The roles of gender and occupational class. Applied Research in Quality of Life, 18(4), 1761–1783. https://doi.org/10.1007/s11482-023-10161-4.
Mavromaras, K., McGuinness, S., O’Leary, N., Sloane, P., & Wei, Z. (2013). Job mismatches and labour market outcomes: Panel evidence on university graduates. Economic Record, 89(286), 382–395. https://doi.org/10.1111/1475-4932.12054.
Mok, K. H., & Wu, A. M. (2016). Higher education, changing labour market and social mobility in the era of massification in China. Journal of Education and Work, 29(1), 77–97. https://doi.org/10.1080/13639080.2015.1049028.
Mood, C. (2010). Logistic regression: Why we cannot do what we think we can do, and what we can do about it. European Sociological Review, 26(1), 67–82.
National Bureau of Statistics. (2023). China Statistical Abstract 2023. China Statistics.
Ou, D., & Zhao, Z. (2022). Higher education expansion in China, 1999–2003: Impact on graduate employability. China & World Economy, 30(2), 117–141. https://doi.org/10.1111/cwe.12412.
Premji, S., & Smith, P. M. (2013). Education-to-job mismatch and the risk of work injury. Injury Prevention, 19(2), 106–111. https://doi.org/10.1136/injuryprev-2011-040314.
Pritchett, L. (2001). Where has all the education gone? The World bank Economic Review, 15(3), 367–391.
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.
Rim, H., & Kim, J. (2023). Status inconsistency, gender, and Health in Korean Young adults: Separating Educational and Skill Mismatch. Social Indicators Research. https://doi.org/10.1007/s11205-023-03243-1.
Roodman, D. (2011). Fitting fully observed recursive mixed-process models with cmp. The Stata Journal, 11(2), 159–206. https://doi.org/10.1177/1536867x1101100202.
Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55.
Schlax, J., Jünger, C., Beutel, M. E., Münzel, T., Pfeiffer, N., Wild, P., & Michal, M. (2019). Income and education predict elevated depressive symptoms in the general population: Results from the Gutenberg health study. Bmc Public Health, 19(1), 430. https://doi.org/10.1186/s12889-019-6730-4.
Shi, Y., Yu, H., Huang, Y., Shen, X., & Guo, W. (2023). Over-education and job satisfaction among new graduates in China: A gender perspective. Social Indicators Research, 170(1), 51–74. https://doi.org/10.1007/s11205-022-03038-w.
Stehr, N. (1968). Status consistency: The theoretical concept and its empirical referent. Pacific Sociological Review, 11(2), 95–99.
Tarvid, A. (2017). Symptoms of depression and status in the European labour market Paper presented at the Advances in Applied Economic Research: Proceedings of the 2016 International Conference on Applied Economics (ICOAE).
Tekleab, A. G., Bartol, K. M., & Liu, W. (2005). Is it pay levels or pay raises that matter to fairness and turnover? Journal of Organizational Behavior, 26(8), 899–921. https://doi.org/10.1002/job.352.
Thurow, L. C. (1975). Generating Inequality: Mechanisms of distribution in the US economy. Basic Books.
Verdugo, R. R., & Verdugo, N. T. (1989). The impact of surplus schooling on earnings: Some additional findings. Journal of Human Resources, 629–643.
Verhaest, D., & Omey, E. (2006). The impact of overeducation and its measurement. Social Indicators Research, 77, 419–448.
Voces, C., & Caínzos, M. (2021). Overeducation as status inconsistency: Effects on job satisfaction, subjective well-being and the image of social stratification. Social Indicators Research, 153(3), 979–1010. https://doi.org/10.1007/s11205-020-02516-3.
Wang, J., Zhou, Y., & Liu, S. (2017). China Labor-force dynamics Survey:Design and practice. Chinese Sociological Dialogue, 2(3–4), 83–97. https://doi.org/10.1177/2397200917735796.
Wegener, B. (1991). Relative deprivation and social mobility: Structural constraints on distributive justice judgments. European Sociological Review, 7(1), 3–18.
Wiedner, J. (2021). Political and social consequences of qualification mismatches: A bounding approach to status inconsistency. Social Forces, 101(1), 150–175. https://doi.org/10.1093/sf/soab120.
Wu, X., & Li, X. (2021). Changing trends in Education Matching in the Chinese Urban Labor Market: A dynamic analysis of the age-period-cohort effect. Social Sciences in China (in Chinese), 42(2), 102–122.
Wu, N., & Wang, Q. (2018). Wage penalty of overeducation: New micro-evidence from China. China Economic Review, 50, 206–217. https://doi.org/10.1016/j.chieco.2018.04.006.
Wu, C. H., Luksyte, A., & Parker, S. K. (2015). Overqualification and subjective well-being at work: The moderating role of job autonomy and culture. Social Indicators Research, 121(3), 917–937. https://doi.org/10.1007/s11205-014-0662-2.
Yunus, S., & Mostafa, A. M. S. (2022). Flexible working practices and job-related anxiety: Examining the roles of trust in management and job autonomy. Economic and Industrial Democracy, 43(3), 1340–1368. https://doi.org/10.1177/0143831x21995259.
Zhu, R., & Chen, L. (2016). Overeducation, overskilling and mental well-being. The B E Journal of Economic Analysis & Policy, 16(4). https://doi.org/10.1515/bejeap-2015-0187.
Funding
This study was supported by the Major Research Project of Philosophy and Social Sciences of the Ministry of Education of the People’s Republic of China “Population Opportunities, Challenges, and Policy Research in the Construction of Chinese-Style Modernization” (grant no.: 23JZD028) and the Youth Development Program (YDP) at CASS “Research on High-Quality Population Development Issues in the Process of the Chinese Path to Modernization” (grant no.: 2024QQJH160).
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All authors contributed to formulating the research question and designing the study. X. Zhao and F. Yang analyzed the data. X. Zhao and F. Yang wrote the initial draft of the manuscript, which was commented on and edited by L. Jin and S.B. Sun. X. Zhao and F. Yang produced the tables and figures. X. Zhao and F. Yang revised the paper. X. Zhao and F. Yang contributed to this work equally.
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Zhao, X., Feng, Y., Jin, L. et al. Unraveling the Nexus between Overeducation and Depressive Symptoms in China: The Roles of Perceived Fairness of Earnings and Job Autonomy. Applied Research Quality Life (2024). https://doi.org/10.1007/s11482-024-10311-2
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DOI: https://doi.org/10.1007/s11482-024-10311-2