[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/has/discpr/1908.html
   My bibliography  Save this paper

Job loss, disability insurance and health expenditures

Author

Listed:
  • Aniko Biro

    (“Lendület” Health and Population Research Group Institute of Economics, Centre for Economic and Regional Studies, Hungarian Academy of Sciences)

  • Peter Elek

    (Department of Economics, Eötvös Loránd University (ELTE) and “Lendület” Health and Population Research Group Institute of Economics, Centre for Economic and Regional Studies, Hungarian Academy of Sciences)

Abstract
We analyse the causal effect of job loss on disability insurance enrolment on a five-year horizon and the implications on health expenditures. Using individual level administrative panel data from Hungary, we follow individuals displaced due to a mass lay-off and compare their labour force status to non-laid-off individuals with similar employment and health history, chosen with propensity score matching. According to our estimates, being laid off increases the transition probability to disability by 50% (or 1.4% points) in four years, and half of the excess transitions occur within the first year. We find a greater than average effect among older individuals and those who were in worse health before. Outpatient, inpatient and pharmaceutical expenditure increases 3.5-4 times when a laid-off individual takes up disability benefit, and decreases slightly afterwards, but does not reach the pre-disability levels. This health expenditure pattern resembles that observed around the diagnosis of previously undetected chronic diseases, such as diabetes or hypertension, but genuine health shocks may also be present. The increase in health expenditure corresponds to 20-25% of the additional disability payments in the medium term.

Suggested Citation

  • Aniko Biro & Peter Elek, 2019. "Job loss, disability insurance and health expenditures," CERS-IE WORKING PAPERS 1908, Institute of Economics, Centre for Economic and Regional Studies.
  • Handle: RePEc:has:discpr:1908
    as

    Download full text from publisher

    File URL: http://www.mtakti.hu/wp-content/uploads/2019/03/MTDP1908.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Lukas Inderbitzin & Stefan Staubli & Josef Zweimüller, 2016. "Extended Unemployment Benefits and Early Retirement: Program Complementarity and Program Substitution," American Economic Journal: Economic Policy, American Economic Association, vol. 8(1), pages 253-288, February.
    2. Michele Campolieti, 2002. "Moral Hazard and Disability Insurance: On the Incidence of Hard-to-Diagnose Medical Conditions in the Canada/Quebec Pension Plan Disability Program," Canadian Public Policy, University of Toronto Press, vol. 28(3), pages 419-441, September.
    3. Ruhm, Christopher J, 1991. "Are Workers Permanently Scarred by Job Displacements?," American Economic Review, American Economic Association, vol. 81(1), pages 319-324, March.
    4. Browning, Martin & Heinesen, Eskil, 2012. "Effect of job loss due to plant closure on mortality and hospitalization," Journal of Health Economics, Elsevier, vol. 31(4), pages 599-616.
    5. Chen, Susan & van der Klaauw, Wilbert, 2008. "The work disincentive effects of the disability insurance program in the 1990s," Journal of Econometrics, Elsevier, vol. 142(2), pages 757-784, February.
    6. Gruber, Jonathan & Kubik, Jeffrey D., 1997. "Disability insurance rejection rates and the labor supply of older workers," Journal of Public Economics, Elsevier, vol. 64(1), pages 1-23, April.
    7. Nicole Maestas & Kathleen J. Mullen & Alexander Strand, 2015. "Disability Insurance and the Great Recession," American Economic Review, American Economic Association, vol. 105(5), pages 177-182, May.
    8. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    9. Eric French & Jae Song, 2014. "The Effect of Disability Insurance Receipt on Labor Supply," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 291-337, May.
    10. Regina Riphahn, 1997. "Disability retirement and unemployment - substitute pathways for labour force exit? An empirical test for the case of Germany," Applied Economics, Taylor & Francis Journals, vol. 29(5), pages 551-561.
    11. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    12. Boheim, Rene & Taylor, Mark P., 2002. "The search for success: do the unemployed find stable employment?," Labour Economics, Elsevier, vol. 9(6), pages 717-735, December.
    13. Bratsberg, Bernt & Fevang, Elisabeth & Røed, Knut, 2013. "Job loss and disability insurance," Labour Economics, Elsevier, vol. 24(C), pages 137-150.
    14. Mari Rege & Kjetil Telle & Mark Votruba, 2009. "The Effect of Plant Downsizing on Disability Pension Utilization," Journal of the European Economic Association, MIT Press, vol. 7(4), pages 754-785, June.
    15. Schaller, Jessamyn & Stevens, Ann Huff, 2015. "Short-run effects of job loss on health conditions, health insurance, and health care utilization," Journal of Health Economics, Elsevier, vol. 43(C), pages 190-203.
    16. Schmitz, Hendrik, 2011. "Why are the unemployed in worse health? The causal effect of unemployment on health," Labour Economics, Elsevier, vol. 18(1), pages 71-78, January.
    17. Péter Elek & Balázs Váradi & Márton Varga, 2015. "Effects of Geographical Accessibility on the Use of Outpatient Care Services: Quasi‐Experimental Evidence from Panel Count Data," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1131-1146, September.
    18. David H. Autor & Mark G. Duggan, 2003. "The Rise in the Disability Rolls and the Decline in Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 157-206.
    19. Schiele, Valentin & Schmitz, Hendrik, 2016. "Quantile treatment effects of job loss on health," Journal of Health Economics, Elsevier, vol. 49(C), pages 59-69.
    20. Martin Browning & Anne Moller Dano & Eskil Heinesen, 2006. "Job displacement and stress‐related health outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 15(10), pages 1061-1075, October.
    21. Jeffrey B. Liebman, 2015. "Understanding the Increase in Disability Insurance Benefit Receipt in the United States," Journal of Economic Perspectives, American Economic Association, vol. 29(2), pages 123-150, Spring.
    22. Winfried Pohlmeier & Volker Ulrich, 1995. "An Econometric Model of the Two-Part Decisionmaking Process in the Demand for Health Care," Journal of Human Resources, University of Wisconsin Press, vol. 30(2), pages 339-361.
    23. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    24. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    25. Pierre Koning & Daniel Van Vuuren, 2007. "Hidden Unemployment in Disability Insurance," LABOUR, CEIS, vol. 21(4‐5), pages 611-636, December.
    26. Gaal, Peter & Evetovits, Tamas & McKee, Martin, 2006. "Informal payment for health care: Evidence from Hungary," Health Policy, Elsevier, vol. 77(1), pages 86-102, June.
    27. Marcus Eliason & Donald Storrie, 2006. "Lasting or Latent Scars? Swedish Evidence on the Long-Term Effects of Job Displacement," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 831-856, October.
    28. Gregory, Mary & Jukes, Robert, 2001. "Unemployment and Subsequent Earnings: Estimating Scarring among British Men 1984-94," Economic Journal, Royal Economic Society, vol. 111(475), pages 607-625, November.
    29. James Banks & Richard Blundell & Carl Emmerson, 2015. "Disability Benefit Receipt and Reform: Reconciling Trends in the United Kingdom," Journal of Economic Perspectives, American Economic Association, vol. 29(2), pages 173-190, Spring.
    30. Pierre Koning & Daniel van Vuuren, 2010. "Disability insurance and unemployment insurance as substitute pathways," Applied Economics, Taylor & Francis Journals, vol. 42(5), pages 575-588.
    31. Nicole Maestas & Kathleen J. Mullen & Alexander Strand, 2013. "Does Disability Insurance Receipt Discourage Work? Using Examiner Assignment to Estimate Causal Effects of SSDI Receipt," American Economic Review, American Economic Association, vol. 103(5), pages 1797-1829, August.
    32. Kuhn, Andreas & Lalive, Rafael & Zweimüller, Josef, 2009. "The public health costs of job loss," Journal of Health Economics, Elsevier, vol. 28(6), pages 1099-1115, December.
    33. David Autor & Mark Duggan & Jonathan Gruber, 2014. "Moral Hazard and Claims Deterrence in Private Disability Insurance," American Economic Journal: Applied Economics, American Economic Association, vol. 6(4), pages 110-141, October.
    34. Nicole Maestas & Kathleen J. Mullen & Alexander Strand, 2015. "Disability Insurance and the Great Recession," Working Papers 1088, RAND Corporation.
    35. Marcus Eliason & Donald Storrie, 2009. "Does Job Loss Shorten Life?," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    36. Daniel Sullivan & Till von Wachter, 2009. "Job Displacement and Mortality: An Analysis Using Administrative Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1265-1306.
    37. Anikó Bíró & Péter Elek, 2018. "How does retirement affect healthcare expenditures? Evidence from a change in the retirement age," Health Economics, John Wiley & Sons, Ltd., vol. 27(5), pages 803-818, May.
    38. Stevens, Ann Huff, 1997. "Persistent Effects of Job Displacement: The Importance of Multiple Job Losses," Journal of Labor Economics, University of Chicago Press, vol. 15(1), pages 165-188, January.
    39. Arulampalam, Wiji, 2001. "Is Unemployment Really Scarring? Effects of Unemployment Experiences on Wages," Economic Journal, Royal Economic Society, vol. 111(475), pages 585-606, November.
    40. Szende, Agota & Culyer, Anthony Johr, 2006. "The inequity of informal payments for health care: The case of Hungary," Health Policy, Elsevier, vol. 75(3), pages 262-271, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Lahiri, Kajal & Yin, Yimeng, 2024. "Seasonality in U.S. disability applications, labor market, and the pandemic echoes," Labour Economics, Elsevier, vol. 87(C).
    2. Márton Csilalg & Lili Márk, 2023. "The Incentive Effects of Sickness Benefit for the Unemployed – Analysis of a Reduction in Potential Benefit Duration," CERS-IE WORKING PAPERS 2317, Institute of Economics, Centre for Economic and Regional Studies.
    3. Tsai, Yung-Yu & Huang, Po-Chun & Yang, Tzu-Ting, 2024. "Long-term effects of job displacement on earnings and mental health: Evidence from population-wide administrative data," Economics Letters, Elsevier, vol. 238(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Everding, Jakob & Marcus, Jan, 2020. "The effect of unemployment on the smoking behavior of couples," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 29(2), pages 154-170.
    2. Lídia Farré & Francesco Fasani & Hannes Mueller, 2018. "Feeling useless: the effect of unemployment on mental health in the Great Recession," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-34, December.
    3. Been, J.; & Suari-Andreu, E.; & Knoef, M.;, 2022. "The short-run effects of unexpected job loss on health," Health, Econometrics and Data Group (HEDG) Working Papers 22/21, HEDG, c/o Department of Economics, University of York.
    4. Gathmann, Christina & Huttunen, Kristiina & Jernström, Laura & Sääksvuori, Lauri & Stitzing, Robin, 2020. "In Sickness and in Health: Job Displacement and Health. Spillovers in Couples," Working Papers 133, VATT Institute for Economic Research.
    5. Nicolas R. Ziebarth, 2018. "Social Insurance and Health," Contributions to Economic Analysis, in: Health Econometrics, volume 127, pages 57-84, Emerald Group Publishing Limited.
    6. Bratsberg, Bernt & Fevang, Elisabeth & Røed, Knut, 2013. "Job loss and disability insurance," Labour Economics, Elsevier, vol. 24(C), pages 137-150.
    7. Henry Ohlsson & Donald Storrie, 2012. "Long‐term effects of public policy for displaced workers in Sweden," International Journal of Manpower, Emerald Group Publishing Limited, vol. 33(5), pages 514-538, August.
    8. Mörk, Eva & Sjögren, Anna & Svaleryd, Helena, 2020. "Consequences of parental job loss on the family environment and on human capital formation-Evidence from workplace closures," Labour Economics, Elsevier, vol. 67(C).
    9. Bloemen, Hans & Hochguertel, Stefan & Zweerink, Jochem, 2018. "Job loss, firm-level heterogeneity and mortality: Evidence from administrative data," Journal of Health Economics, Elsevier, vol. 59(C), pages 78-90.
    10. Schaller, Jessamyn & Stevens, Ann Huff, 2015. "Short-run effects of job loss on health conditions, health insurance, and health care utilization," Journal of Health Economics, Elsevier, vol. 43(C), pages 190-203.
    11. Nicholas A. Jolly, 2022. "The effects of job displacement on spousal health," Review of Economics of the Household, Springer, vol. 20(1), pages 123-152, March.
    12. Jan Marcus, 2014. "Does Job Loss Make You Smoke and Gain Weight?," Economica, London School of Economics and Political Science, vol. 81(324), pages 626-648, October.
    13. Mörk, Eva & Sjögren, Anna & Svaleryd, Helena, 2019. "Parental job loss and child human capital in the short and long run," Working Paper Series 2019:3, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    14. Mörk, Eva & Sjögren, Anna & Svaleryd, Helena, 2019. "Consequences of Parental Job Loss on the Family Environment and on Human Capital Formation: Evidence from Plant Closures," IZA Discussion Papers 12559, Institute of Labor Economics (IZA).
    15. Marcus Eliason, 2012. "Lost jobs, broken marriages," Journal of Population Economics, Springer;European Society for Population Economics, vol. 25(4), pages 1365-1397, October.
    16. Marcus, Jan, 2013. "The Effect of Unemployment on the Mental Health of Spouses – Evidence from plant closures in Germany," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 32(3), pages 546-558.
    17. repec:spo:wpmain:info:hdl:2441/3018m4nhj18vvr47bolsnnqeqs is not listed on IDEAS
    18. repec:hal:spmain:info:hdl:2441/3018m4nhj18vvr47bolsnnqeqs is not listed on IDEAS
    19. Hamish Low & Luigi Pistaferri, 2020. "Disability Insurance: Theoretical Trade‐Offs and Empirical Evidence," Fiscal Studies, John Wiley & Sons, vol. 41(1), pages 129-164, March.
    20. Inés Hardoy & Pål Schøne, 2013. "No Youth Left behind? The Long-Term Impact of Displacement on Young Workers," Kyklos, Wiley Blackwell, vol. 66(3), pages 342-364, August.
    21. Seim, David, 2019. "On the incidence and effects of job displacement: Evidence from Sweden," Labour Economics, Elsevier, vol. 57(C), pages 131-145.
    22. repec:spo:wpmain:info:hdl:2441/417l64npmp86ub068rsa2s16rt is not listed on IDEAS
    23. Léa Toulemon & Lexane Weber-Baghdiguian, 2016. "Long-term Impact of Job Displacement on Job Quality and Satisfaction: Evidence from Germany," SciencePo Working papers halshs-01418183, HAL.

    More about this item

    Keywords

    administrative panel data; disability insurance; displacement; health expenditures;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I38 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Government Programs; Provision and Effects of Welfare Programs
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:has:discpr:1908. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Nora Horvath (email available below). General contact details of provider: https://edirc.repec.org/data/iehashu.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.