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Instrumental variables in structural equation modelling: an application on the impact of labour factors on health and standard of livings

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  • Eleftherios Giovanis

    (Izmir University Bakırcay)

  • Oznur Ozdamar

    (Izmir University Bakırcay)

Abstract

Employment is considered a significant determinant of living standards around the globe. For most people, work is the primary source of income, and job-related events and shocks are common causes for individuals and households to escape from poverty or fall into it. Along with employment, it is well known that the effects of health status on a worker’s productivity are critical as healthy workers are more productive when they work, and they can earn more, also enhancing their standard of living. This study exploits the exogenous variations created by the employment support programmes of 2008 and 2011 implemented in Turkey, targeting women and young men. To investigate the impact of those programmes, we exploit the exogenous variations created, and we evaluate their effect on health and standard of living (SoL) through various labour factors. We apply the structural equation modelling (SEM) and estimate the additional health-related costs. Moreover, we propose an instrumental variables (IV) approach within the SEM framework to deal with the endogeneity coming from the reverse causality between labour factors, health and SoL.

Suggested Citation

  • Eleftherios Giovanis & Oznur Ozdamar, 2023. "Instrumental variables in structural equation modelling: an application on the impact of labour factors on health and standard of livings," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 32(4), pages 1083-1121, October.
  • Handle: RePEc:spr:stmapp:v:32:y:2023:i:4:d:10.1007_s10260-022-00663-0
    DOI: 10.1007/s10260-022-00663-0
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    References listed on IDEAS

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    1. Wu, De-Min, 1973. "Alternative Tests of Independence Between Stochastic Regressors and Disturbances," Econometrica, Econometric Society, vol. 41(4), pages 733-750, July.
    2. Emrehan Aktuğ & Tolga Umut Kuzubaş & Orhan Torul, 2021. "Heterogeneity in labor income profiles: evidence from Turkey," Empirical Economics, Springer, vol. 60(5), pages 2557-2587, May.
    3. Brown, Alessio J.G. & Merkl, Christian & Snower, Dennis J., 2011. "Comparing the effectiveness of employment subsidies," Labour Economics, Elsevier, vol. 18(2), pages 168-179, April.
    4. John Gathergood, 2013. "An Instrumental Variable Approach To Unemployment, Psychological Health And Social Norm Effects," Health Economics, John Wiley & Sons, Ltd., vol. 22(6), pages 643-654, June.
    5. Albert Madansky, 1964. "Instrumental variables in factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 29(2), pages 105-113, June.
    6. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    7. Jian Wang & Liuna Geng, 2019. "Effects of Socioeconomic Status on Physical and Psychological Health: Lifestyle as a Mediator," IJERPH, MDPI, vol. 16(2), pages 1-9, January.
    8. Melvin Vooren & Carla Haelermans & Wim Groot & Henriëtte Maassen van den Brink, 2019. "The Effectiveness Of Active Labor Market Policies: A Meta‐Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 33(1), pages 125-149, February.
    9. Oznur Ozdamar & Eleftherios Giovanis & Sahizer Samuk, 2020. "Household disability costs and living standards in Turkey: evidence from a health reform," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 48(2), pages 318-333, December.
    10. Kramarz, Francis & Philippon, Thomas, 2001. "The impact of differential payroll tax subsidies on minimum wage employment," Journal of Public Economics, Elsevier, vol. 82(1), pages 115-146, October.
    11. Francis Green, 2020. "Health effects of job insecurity," IZA World of Labor, Institute of Labor Economics (IZA), pages 212-212, December.
    12. Arthur Goldberger, 1971. "Econometrics and psychometrics: A survey of communalities," Psychometrika, Springer;The Psychometric Society, vol. 36(2), pages 83-107, June.
    13. M. Joseph Sirgy & Dong-Jin Lee, 2018. "Work-Life Balance: an Integrative Review," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 13(1), pages 229-254, March.
    14. Kenneth Bollen, 1996. "An alternative two stage least squares (2SLS) estimator for latent variable equations," Psychometrika, Springer;The Psychometric Society, vol. 61(1), pages 109-121, March.
    15. Allison Milner & Andrew Page & Anthony D LaMontagne, 2013. "Long-Term Unemployment and Suicide: A Systematic Review and Meta-Analysis," PLOS ONE, Public Library of Science, vol. 8(1), pages 1-6, January.
    16. Ledyard Tucker & Charles Lewis, 1973. "A reliability coefficient for maximum likelihood factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 38(1), pages 1-10, March.
    17. Asghar Zaidi & Tania Burchardt, 2005. "Comparing Incomes When Needs Differ: Equivalization For The Extra Costs Of Disability In The U.K," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 51(1), pages 89-114, March.
    18. B. N. Sánchez & E. A. Houseman & L. M. Ryan, 2009. "Residual-Based Diagnostics for Structural Equation Models," Biometrics, The International Biometric Society, vol. 65(1), pages 104-115, March.
    19. Oznur Ozdamar & Eleftherios Giovanis & Cansu Dağlıoğlu & Cemaleddin Gerede, 2021. "The effect of the 2008 employment support programme on young men’s labour market outcomes in Turkey: Evidence from a regression discontinuity design," Manchester School, University of Manchester, vol. 89(3), pages 276-296, June.
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