IDEAS home Printed from https://ideas.repec.org/a/eee/ehbiol/v41y2021ics1570677x21000198.html
   My bibliography  Save this article

Are the costs of employer-sponsored health insurance passed on to workers at the individual level?

Author

Listed:
  • Lennon, Conor

Abstract

Because employer-sponsored health insurance (ESI) is experience rated, employers have an incentive to try to offset its cost by paying lower wages to employees who have greater medical expenditures. The existing evidence on this topic, however, illustrates only that ESI is associated with lower wages for groups of workers who are costlier to cover. In contrast, I use the variation provided by the Affordable Care Act's employer mandate to examine if differences in medical expenditures are passed on to workers at the individual level. My estimates rely on Medical Expenditure Panel Survey data in a dose response difference-in-difference framework that examines how wages change for workers with varying medical expenditures when they must soon be offered ESI. I find that each $1 difference in medical expenditures is associated with a $0.35 to $0.51 wage offset after the employer mandate's announcement wherever ESI must soon be offered to workers. Placebo analyses, focusing on workers whose employers are not affected by the mandate, provide support for a causal interpretation. I also show that my findings are not sensitive to sample selection or data reliability issues and that they cannot be explained by the effects of the Great Recession, demographic characteristics that correlate with medical expenditures, or location- or industry-specific idiosyncratic shocks.

Suggested Citation

  • Lennon, Conor, 2021. "Are the costs of employer-sponsored health insurance passed on to workers at the individual level?," Economics & Human Biology, Elsevier, vol. 41(C).
  • Handle: RePEc:eee:ehbiol:v:41:y:2021:i:c:s1570677x21000198
    DOI: 10.1016/j.ehb.2021.100995
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1570677X21000198
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ehb.2021.100995?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Audra J. Bowlus & Zvi Eckstein, 2002. "Discrimination and Skill Differences in an Equilibrium Search Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 43(4), pages 1309-1345, November.
    2. Han, Euna & Norton, Edward C. & Powell, Lisa M., 2011. "Direct and indirect effects of body weight on adult wages," Economics & Human Biology, Elsevier, vol. 9(4), pages 381-392.
    3. Zhang, Xiaohui & Zhao, Xueyan & Harris, Anthony, 2009. "Chronic diseases and labour force participation in Australia," Journal of Health Economics, Elsevier, vol. 28(1), pages 91-108, January.
    4. Katherine Baicker & Amitabh Chandra, 2006. "The Labor Market Effects of Rising Health Insurance Premiums," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 609-634, July.
    5. Caliendo, Marco & Gehrsitz, Markus, 2016. "Obesity and the labor market: A fresh look at the weight penalty," Economics & Human Biology, Elsevier, vol. 23(C), pages 209-225.
    6. James Bailey, 2014. "Who pays the high health costs of older workers? Evidence from prostate cancer screening mandates," Applied Economics, Taylor & Francis Journals, vol. 46(32), pages 3931-3941, November.
    7. van Ours, Jan C., 2002. "A pint a day raises a man's pay; but smoking blows that gain away," IZA Discussion Papers 473, Institute of Labor Economics (IZA).
    8. Youjin Hahn & Hee-Seung Yang, 2016. "Do Work Decisions among Young Adults Respond to Extended Dependent Coverage?," ILR Review, Cornell University, ILR School, vol. 69(3), pages 737-771, May.
    9. William E. Even & David A. Macpherson, 2019. "The Affordable Care Act and the Growth of Involuntary Part-Time Employment," ILR Review, Cornell University, ILR School, vol. 72(4), pages 955-980, August.
    10. Yaa Akosa Antwi & Asako S. Moriya & Kosali Simon, 2013. "Effects of Federal Policy to Insure Young Adults: Evidence from the 2010 Affordable Care Act's Dependent-Coverage Mandate," American Economic Journal: Economic Policy, American Economic Association, vol. 5(4), pages 1-28, November.
    11. Susan L. Ettner & Richard G. Frank & Ronald C. Kessler, 1997. "The Impact of Psychiatric Disorders on Labor Market Outcomes," NBER Working Papers 5989, National Bureau of Economic Research, Inc.
    12. Daron Acemoglu & Joshua D. Angrist, 2001. "Consequences of Employment Protection? The Case of the Americans with Disabilities Act," Journal of Political Economy, University of Chicago Press, vol. 109(5), pages 915-957, October.
    13. Conor Lennon, 2019. "Employer‐Sponsored Health Insurance and the Gender Wage Gap: Evidence from the Employer Mandate," Southern Economic Journal, John Wiley & Sons, vol. 85(3), pages 742-765, January.
    14. Mosca, Irene, 2013. "Body mass index, waist circumference and employment: Evidence from older Irish adults," Economics & Human Biology, Elsevier, vol. 11(4), pages 522-533.
    15. Bradley, Cathy J. & Neumark, David & Bednarek, Heather L. & Schenk, Maryjean, 2005. "Short-term effects of breast cancer on labor market attachment: results from a longitudinal study," Journal of Health Economics, Elsevier, vol. 24(1), pages 137-160, January.
    16. Cowan, Benjamin & Schwab, Benjamin, 2011. "The incidence of the healthcare costs of smoking," Journal of Health Economics, Elsevier, vol. 30(5), pages 1094-1102.
    17. Charles L. Baum & William F. Ford, 2004. "The wage effects of obesity: a longitudinal study," Health Economics, John Wiley & Sons, Ltd., vol. 13(9), pages 885-899, September.
    18. Dimitris Bertsimas & Margrét V. Bjarnadóttir & Michael A. Kane & J. Christian Kryder & Rudra Pandey & Santosh Vempala & Grant Wang, 2008. "Algorithmic Prediction of Health-Care Costs," Operations Research, INFORMS, vol. 56(6), pages 1382-1392, December.
    19. Lindeboom, Maarten & Lundborg, Petter & van der Klaauw, Bas, 2010. "Assessing the impact of obesity on labor market outcomes," Economics & Human Biology, Elsevier, vol. 8(3), pages 309-319, December.
    20. Paul Frijters & David W. Johnston & Michael A. Shields, 2014. "The Effect Of Mental Health On Employment: Evidence From Australian Panel Data," Health Economics, John Wiley & Sons, Ltd., vol. 23(9), pages 1058-1071, September.
    21. Gopi Shah Goda & Monica Farid & Jay Bhattacharya, 2016. "The Incidence of Mandated Health Insurance: Evidence from the Affordable Care Act Dependent Care Mandate," NBER Working Papers 21846, National Bureau of Economic Research, Inc.
    22. repec:fth:prinin:398 is not listed on IDEAS
    23. Gruber, Jonathan, 1994. "State-mandated benefits and employer-provided health insurance," Journal of Public Economics, Elsevier, vol. 55(3), pages 433-464, November.
    24. van Ours, Jan C., 2004. "A pint a day raises a man's pay; but smoking blows that gain away," Journal of Health Economics, Elsevier, vol. 23(5), pages 863-886, September.
    25. Argys, Laura M. & Friedson, Andrew I. & Pitts, M. Melinda & Tello-Trillo, D. Sebastian, 2020. "Losing public health insurance: TennCare reform and personal financial distress," Journal of Public Economics, Elsevier, vol. 187(C).
    26. Jonathan Gruber & Alan B. Krueger, 1991. "The Incidence of Mandated Employer-Provided Insurance: Lessons from Workers' Compensation Insurance," NBER Chapters, in: Tax Policy and the Economy, Volume 5, pages 111-144, National Bureau of Economic Research, Inc.
    27. Padmaja Ayyagari, 2019. "Health Insurance and Early Retirement Plans: Evidence from the Affordable Care Act," American Journal of Health Economics, University of Chicago Press, vol. 5(4), pages 533-560, Fall.
    28. Joanna N. Lahey, 2012. "The efficiency of a group‐specific mandated benefit revisited: The effect of infertility mandates," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 31(1), pages 63-92, December.
    29. Helen Levy, 1998. "Who Pays for Health Insurance? Employee Contributions to Health Insurance Premiums," Working Papers 777, Princeton University, Department of Economics, Industrial Relations Section..
    30. Cowan, Benjamin & Schwab, Benjamin, 2016. "Employer-sponsored health insurance and the gender wage gap," Journal of Health Economics, Elsevier, vol. 45(C), pages 103-114.
    31. Heinesen, Eskil & Kolodziejczyk, Christophe, 2013. "Effects of breast and colorectal cancer on labour market outcomes—Average effects and educational gradients," Journal of Health Economics, Elsevier, vol. 32(6), pages 1028-1042.
    32. Moran, John R. & Short, Pamela Farley & Hollenbeak, Christopher S., 2011. "Long-term employment effects of surviving cancer," Journal of Health Economics, Elsevier, vol. 30(3), pages 505-514, May.
    33. Conor Lennon, 2018. "Who pays for the medical costs of obesity? New evidence from the employer mandate," Health Economics, John Wiley & Sons, Ltd., vol. 27(12), pages 2016-2029, December.
    34. Lizhong Peng & Chad D. Meyerhoefer & Samuel H. Zuvekas, 2016. "The Short‐Term Effect of Depressive Symptoms on Labor Market Outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 25(10), pages 1223-1238, October.
    35. Greve, Jane, 2008. "Obesity and labor market outcomes in Denmark," Economics & Human Biology, Elsevier, vol. 6(3), pages 350-362, December.
    36. Katherine Baicker & Helen Levy, 2008. "Employer Health Insurance Mandates and the Risk of Unemployment," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 11(1), pages 109-132, March.
    37. Sung‐Hee Jeon, 2017. "The Long‐Term Effects of Cancer on Employment and Earnings," Health Economics, John Wiley & Sons, Ltd., vol. 26(5), pages 671-684, May.
    38. Aparna Mathur & Sita Nataraj Slavov & Michael R. Strain, 2016. "Has the Affordable Care Act increased part-time employment?," Applied Economics Letters, Taylor & Francis Journals, vol. 23(3), pages 222-225, February.
    39. Euna Han & Edward C. Norton & Sally C. Stearns, 2009. "Weight and wages: fat versus lean paychecks," Health Economics, John Wiley & Sons, Ltd., vol. 18(5), pages 535-548, May.
    40. Louise Sheiner, 1999. "Health care costs, wages, and aging," Finance and Economics Discussion Series 1999-19, Board of Governors of the Federal Reserve System (U.S.).
    41. Thomas C. Buchmueller & John DiNardo & Robert G. Valletta, 2011. "The Effect of an Employer Health Insurance Mandate on Health Insurance Coverage and the Demand for Labor: Evidence from Hawaii," American Economic Journal: Economic Policy, American Economic Association, vol. 3(4), pages 25-51, November.
    42. Depew, Briggs, 2015. "The effect of state dependent mandate laws on the labor supply decisions of young adults," Journal of Health Economics, Elsevier, vol. 39(C), pages 123-134.
    43. Bailey, James, 2013. "Who pays for obesity? Evidence from health insurance benefit mandates," Economics Letters, Elsevier, vol. 121(2), pages 287-289.
    44. Bhattacharya, Jay & Bundorf, M. Kate, 2009. "The incidence of the healthcare costs of obesity," Journal of Health Economics, Elsevier, vol. 28(3), pages 649-658, May.
    45. Gruber, Jonathan, 1994. "The Incidence of Mandated Maternity Benefits," American Economic Review, American Economic Association, vol. 84(3), pages 622-641, June.
    46. Kolstad, Jonathan T. & Kowalski, Amanda E., 2016. "Mandate-based health reform and the labor market: Evidence from the Massachusetts reform," Journal of Health Economics, Elsevier, vol. 47(C), pages 81-106.
    47. Kinge, Jonas Minet, 2016. "Body mass index and employment status: A new look," Economics & Human Biology, Elsevier, vol. 22(C), pages 117-125.
    48. Summers, Lawrence H, 1989. "Some Simple Economics of Mandated Benefits," American Economic Review, American Economic Association, vol. 79(2), pages 177-183, May.
    49. Michael Siemer, 2014. "Firm Entry and Employment Dynamics in the Great Recession," Finance and Economics Discussion Series 2014-56, Board of Governors of the Federal Reserve System (U.S.).
    50. Chu, Filmer & Ohinmaa, Arto, 2016. "The obesity penalty in the labor market using longitudinal Canadian data," Economics & Human Biology, Elsevier, vol. 23(C), pages 10-17.
    51. Mindy S. Marks, 2011. "Minimum Wages, Employer-Provided Health Insurance, and the Non-discrimination Law," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 50(2), pages 241-262, April.
    52. Irina B. Grafova & Frank P. Stafford, 2009. "The Wage Effects of Personal Smoking History," ILR Review, Cornell University, ILR School, vol. 62(3), pages 381-393, April.
    53. Lång, Elisabeth & Nystedt, Paul, 2018. "Blowing up money? The earnings penalty of smoking in the 1970s and the 21st century," Journal of Health Economics, Elsevier, vol. 60(C), pages 39-52.
    54. M. Christopher Auld, 2005. "Smoking, Drinking, and Income," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
    55. Kahn, Matthew E, 1998. "Health and Labor Market Performance: The Case of Diabetes," Journal of Labor Economics, University of Chicago Press, vol. 16(4), pages 878-899, October.
    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. Lennon, Conor, 2022. "Employer-sponsored health insurance and labor market outcomes for men in same-sex couples: Evidence from the advent of pre-exposure prophylaxis," Economics & Human Biology, Elsevier, vol. 47(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. Conor Lennon, 2018. "Who pays for the medical costs of obesity? New evidence from the employer mandate," Health Economics, John Wiley & Sons, Ltd., vol. 27(12), pages 2016-2029, December.
    2. Conor Lennon, 2019. "Employer‐Sponsored Health Insurance and the Gender Wage Gap: Evidence from the Employer Mandate," Southern Economic Journal, John Wiley & Sons, vol. 85(3), pages 742-765, January.
    3. Lennon, Conor, 2022. "Employer-sponsored health insurance and labor market outcomes for men in same-sex couples: Evidence from the advent of pre-exposure prophylaxis," Economics & Human Biology, Elsevier, vol. 47(C).
    4. Kyung Min Lee & Chanup Jeung, 2021. "The incidence of the healthcare costs of chronic conditions," International Journal of Health Economics and Management, Springer, vol. 21(4), pages 473-493, December.
    5. Pekkurnaz, Didem, 2023. "Causal effect of obesity on the probability of employment in women in Turkey," Economics & Human Biology, Elsevier, vol. 51(C).
    6. Kim, Seonghoon & Koh, Kanghyock, 2021. "The Effects of the Affordable Care Act Dependent Coverage Mandate on Parents' Labor Market Outcomes," IZA Discussion Papers 14089, Institute of Labor Economics (IZA).
    7. Kim, Seonghoon & Koh, Kanghyock, 2022. "The effects of the affordable care act dependent coverage mandate on parents’ labor market outcomes," Labour Economics, Elsevier, vol. 75(C).
    8. Ye, Jinqi & Peng, Bin, 2024. "The effects of state and federal mental health parity laws on working time in the US," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 685-700.
    9. Groves, Jeremy & Wilcox, Virginia, 2023. "The impact of overweight and obesity on unemployment duration among young American workers," Economics & Human Biology, Elsevier, vol. 51(C).
    10. DeVaro, Jed & Maxwell, Nan L., 2014. "The elusive wage-benefit trade-off: The case of employer-provided health insurance," International Journal of Industrial Organization, Elsevier, vol. 37(C), pages 23-37.
    11. Jinqi Ye, 2017. "The Effects of State and Federal Mental Health Parity Laws on Working Time," Center for Policy Research Working Papers 200, Center for Policy Research, Maxwell School, Syracuse University.
    12. Depew, Briggs & Bailey, James, 2015. "Did the Affordable Care Act's dependent coverage mandate increase premiums?," Journal of Health Economics, Elsevier, vol. 41(C), pages 1-14.
    13. MORIKAWA Masayuki, 2018. "Smoking, Obesity, and Labor Market Outcomes: Evidence from Japan," Discussion papers 18023, Research Institute of Economy, Trade and Industry (RIETI).
    14. Lubotsky, Darren & Olson, Craig A., 2015. "Premium copayments and the trade-off between wages and employer-provided health insurance," Journal of Health Economics, Elsevier, vol. 44(C), pages 63-79.
    15. Marcus Dillender & Carolyn J. Heinrich & Susan Houseman, 2022. "Effects of the Affordable Care Act on Part-Time Employment: Early Evidence," Journal of Human Resources, University of Wisconsin Press, vol. 57(4), pages 1394-1423.
    16. Joanna N. Lahey, 2012. "The efficiency of a group‐specific mandated benefit revisited: The effect of infertility mandates," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 31(1), pages 63-92, December.
    17. Priyanka Anand, 2017. "Health Insurance Costs and Employee Compensation: Evidence from the National Compensation Survey," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1601-1616, December.
    18. Andersen, Martin, 2015. "Heterogeneity and the effect of mental health parity mandates on the labor market," Journal of Health Economics, Elsevier, vol. 43(C), pages 74-84.
    19. Haque, Samiul & Abedin, Naveen & Fakir, Adnan M. S. & Hannan, Rafe & Alam, Rafa, 2019. "Effects of smoking on agricultural productivity," 2019 Annual Meeting, July 21-23, Atlanta, Georgia 291149, Agricultural and Applied Economics Association.
    20. Vasilios Kosteas, 2012. "The Effect of Exercise on Earnings: Evidence from the NLSY," Journal of Labor Research, Springer, vol. 33(2), pages 225-250, June.

    More about this item

    Keywords

    Wages; Medical expenditures; Employer-sponsored health insurance; ESI;
    All these keywords.

    JEL classification:

    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J32 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Nonwage Labor Costs and Benefits; Retirement Plans; Private Pensions
    • J33 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Compensation Packages; Payment Methods

    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:eee:ehbiol:v:41:y:2021:i:c:s1570677x21000198. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622964 .

    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.