IDEAS home Printed from https://ideas.repec.org/a/eee/jhecon/v79y2021ics0167629621000709.html
   My bibliography  Save this article

The dynamics of the smoking wage penalty

Author

Listed:
  • Darden, Michael E.
  • Hotchkiss, Julie L.
  • Melinda Pitts, M.

Abstract

Cigarette smokers earn significantly less than nonsmokers, but the magnitude of the smoking wage gap and the pathways by which it originates are unclear. Proposed mechanisms often focus on spot differences in employee productivity or employer preferences, neglecting the dynamic nature of human capital development and addiction. In this paper, we formulate a dynamic model of young workers as they transition from schooling to the labor market, a period in which the lifetime trajectory of wages is being developed. We estimate the model with data from the National Longitudinal Survey of Youth, 1997 Cohort, and we simulate the model under counterfactual scenarios that isolate the contemporaneous effects of smoking from dynamic differences in human capital accumulation and occupational selection. Results from our preferred model, which accounts for unobserved heterogeneity in the joint determination of smoking, human capital, labor supply, and wages, suggest that continued heavy smoking in young adulthood results in a wage penalty at age 30 of 15.9% and 15.2% for women and men, respectively. These differences are much smaller than the raw difference in means in wages at age 30. We show that the contemporaneous effect of heavy smoking net of any life-cycle effects explains 62.9% of the female smoking wage gap but only 20.4% of the male smoking wage gap.

Suggested Citation

  • Darden, Michael E. & Hotchkiss, Julie L. & Melinda Pitts, M., 2021. "The dynamics of the smoking wage penalty," Journal of Health Economics, Elsevier, vol. 79(C).
  • Handle: RePEc:eee:jhecon:v:79:y:2021:i:c:s0167629621000709
    DOI: 10.1016/j.jhealeco.2021.102485
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0167629621000709
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jhealeco.2021.102485?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Kevin Callison & Robert Kaestner, 2014. "Do Higher Tobacco Taxes Reduce Adult Smoking? New Evidence Of The Effect Of Recent Cigarette Tax Increases On Adult Smoking," Economic Inquiry, Western Economic Association International, vol. 52(1), pages 155-172, January.
    2. Cotti, Chad & Courtemanche, Charles & Maclean, Joanna Catherine & Nesson, Erik & Pesko, Michael F. & Tefft, Nathan W., 2022. "The effects of e-cigarette taxes on e-cigarette prices and tobacco product sales: Evidence from retail panel data," Journal of Health Economics, Elsevier, vol. 86(C).
    3. Mroz, Thomas A., 1999. "Discrete factor approximations in simultaneous equation models: Estimating the impact of a dummy endogenous variable on a continuous outcome," Journal of Econometrics, Elsevier, vol. 92(2), pages 233-274, October.
    4. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
    5. Frank A. Sloan & Jan Ostermann & Christopher Conover & Donald H. Taylor, Jr. & Gabriel Picone, 2006. "The Price of Smoking," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262693453, April.
    6. Peter Arcidiacono & Holger Sieg & Frank Sloan, 2007. "Living Rationally Under The Volcano? An Empirical Analysis Of Heavy Drinking And Smoking," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 48(1), pages 37-65, February.
    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. Carpenter, Christopher & Cook, Philip J., 2008. "Cigarette taxes and youth smoking: New evidence from national, state, and local Youth Risk Behavior Surveys," Journal of Health Economics, Elsevier, vol. 27(2), pages 287-299, March.
    9. Julie L. Hotchkiss & M. Melinda Pitts, 2013. "Even one is too much: the economic consequences of being a smoker," FRB Atlanta Working Paper 2013-03, Federal Reserve Bank of Atlanta.
    10. Bauer, J.E. & Hyland, A. & Li, Q. & Steger, C. & Cummings, K.M., 2005. "A longitudinal assessment of the impact of smoke-free worksite policies on tobacco use," American Journal of Public Health, American Public Health Association, vol. 95(6), pages 1024-1029.
    11. Nicolas Roulin & Namita Bhatnagar, 2018. "Smoking as a Job Killer: Reactions to Smokers in Personnel Selection," Journal of Business Ethics, Springer, vol. 149(4), pages 959-972, June.
    12. David H. Autor, 2019. "Work of the Past, Work of the Future," AEA Papers and Proceedings, American Economic Association, vol. 109, pages 1-32, May.
    13. Donna Gilleskie & Euna Han & Edward Norton, 2017. "Disentangling the Contemporaneous and Dynamic Effects of Human and Health Capital on Wages over the Life Cycle," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 350-383, April.
    14. James J. Heckman & John Eric Humphries & Gregory Veramendi, 2018. "Returns to Education: The Causal Effects of Education on Earnings, Health, and Smoking," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 197-246.
    15. Christopher Dougherty, 2005. "Why Are the Returns to Schooling Higher for Women than for Men?," Journal of Human Resources, University of Wisconsin Press, vol. 40(4), pages 969-988.
    16. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    17. Victor R. Fuchs, 2018. "Schooling and Health: The Cigarette Connection," World Scientific Book Chapters, in: Health Economics and Policy Selected Writings by Victor Fuchs, chapter 9, pages 99-113, World Scientific Publishing Co. Pte. Ltd..
    18. Keane, Michael P & Wolpin, Kenneth I, 1997. "The Career Decisions of Young Men," Journal of Political Economy, University of Chicago Press, vol. 105(3), pages 473-522, June.
    19. Benjamin Hansen & Joseph J. Sabia & Daniel I. Rees, 2017. "Have Cigarette Taxes Lost Their Bite? New Estimates of the Relationship between Cigarette Taxes and Youth Smoking," American Journal of Health Economics, MIT Press, vol. 3(1), pages 60-75, Winter.
    20. Michael Darden & Donna B. Gilleskie & Koleman Strumpf, 2018. "Smoking And Mortality: New Evidence From A Long Panel," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 59(3), pages 1571-1619, August.
    21. 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.
    22. Benjamin Hansen & Joseph J. Sabia & Daniel I. Rees, 2017. "Have Cigarette Taxes Lost Their Bite? New Estimates of the Relationship between Cigarette Taxes and Youth Smoking," American Journal of Health Economics, University of Chicago Press, vol. 3(1), pages 60-75, Winter.
    23. Davis, B. & Carpenter, C., 2009. "Proximity of fast-food restaurants to schools and adolescent obesity," American Journal of Public Health, American Public Health Association, vol. 99(3), pages 505-510.
    24. 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.
    25. M. Christopher Auld, 2005. "Smoking, Drinking, and Income," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
    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. repec:fip:a00001:89435 is not listed on IDEAS
    2. Maryam Dilmaghani, 2022. "The link between smoking, drinking and wages: Health, workplace social capital or discrimination?," Industrial Relations Journal, Wiley Blackwell, vol. 53(2), pages 160-183, March.

    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. Palali, Ali, 2015. "Early Smoking, Education, and Labor Market Performance," Discussion Paper 2015-033, Tilburg University, Center for Economic Research.
    2. Friedson, Andrew I. & Rees, Daniel I., 2020. "Cigarette Taxes and Smoking in the Long Run," IZA Discussion Papers 13252, Institute of Labor Economics (IZA).
    3. repec:fip:a00001:89435 is not listed on IDEAS
    4. Darden, Michael E., 2021. "Cities and Smoking," Journal of Urban Economics, Elsevier, vol. 122(C).
    5. Palali, Ali, 2015. "Early Smoking, Education, and Labor Market Performance," Other publications TiSEM b51be057-cb0e-445a-a428-4, Tilburg University, School of Economics and Management.
    6. Friedson, Andrew & Li, Moyan & Meckel, Katherine & Rees, Daniel I. & Sacks, Daniel W., 2023. "Cigarette taxes, smoking, and health in the long run," Journal of Public Economics, Elsevier, vol. 222(C).
    7. Maryam Dilmaghani, 2022. "The link between smoking, drinking and wages: Health, workplace social capital or discrimination?," Industrial Relations Journal, Wiley Blackwell, vol. 53(2), pages 160-183, March.
    8. Andrew Friedson & Moyan Li & Katherine Meckel & Daniel I. Rees & Daniel W. Sacks, 2024. "Exposure to cigarette taxes as a teenager and the persistence of smoking into adulthood," Health Economics, John Wiley & Sons, Ltd., vol. 33(9), pages 1962-1988, September.
    9. Silvia Balia & Andrew M. Jones, 2007. "Unravelling the influence of smoking initiation and cessation on premature mortality using a common latent factor model," Health, Econometrics and Data Group (HEDG) Working Papers 07/06, HEDG, c/o Department of Economics, University of York.
    10. Michael F. Pesko & Charles J. Courtemanche & Johanna Catherine Maclean, 2020. "The effects of traditional cigarette and e-cigarette tax rates on adult tobacco product use," Journal of Risk and Uncertainty, Springer, vol. 60(3), pages 229-258, June.
    11. French, Eric Baird & O’Dea, Cormac & MacCuish, Jamie, 2021. "The Intergenerational Elasticity of Earnings: Exploring the Mechanisms," CEPR Discussion Papers 15975, C.E.P.R. Discussion Papers.
    12. Kai Hong & Peter A. Savelyev & Kegon T. K. Tan, 2020. "Understanding the Mechanisms Linking College Education with Longevity," Journal of Human Capital, University of Chicago Press, vol. 14(3), pages 371-400.
    13. Zhuang Hao & Benjamin W. Cowan, 2019. "The Effects of Graduation Requirements on Risky Health Behaviors of High School Students," American Journal of Health Economics, MIT Press, vol. 5(1), pages 97-125, Winter.
    14. 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.
    15. Cowan, Benjamin W., 2011. "Forward-thinking teens: The effects of college costs on adolescent risky behavior," Economics of Education Review, Elsevier, vol. 30(5), pages 813-825, October.
    16. 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).
    17. Anna Choi & Dhaval Dave & Joseph J. Sabia, 2019. "Smoke Gets in Your Eyes: Medical Marijuana Laws and Tobacco Cigarette Use," American Journal of Health Economics, University of Chicago Press, vol. 5(3), pages 303-333, Summer.
    18. Ali Palali, 2017. "Early Smoking, Education, and Labor Market Performance," De Economist, Springer, vol. 165(3), pages 225-270, September.
    19. Abouk, Rahi & De, Prabal K. & Pesko, Michael F., 2024. "Estimating the effects of tobacco-21 on youth tobacco use and sales," Journal of Health Economics, Elsevier, vol. 94(C).
    20. Vidhura Tennekoon & Robert Rosenman, 2013. "Bias in Measuring Smoking Behavior," Working Papers 2013-10, School of Economic Sciences, Washington State University.
    21. Silvia Balia & Andrew M. Jones, 2011. "Catching the habit: a study of inequality of opportunity in smoking‐related mortality," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 174(1), pages 175-194, January.

    More about this item

    Keywords

    Wages; Smoking; Dynamic system of equations;
    All these keywords.

    JEL classification:

    • J01 - Labor and Demographic Economics - - General - - - Labor Economics: General
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • I10 - Health, Education, and Welfare - - Health - - - General
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior

    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:jhecon:v:79:y:2021:i:c:s0167629621000709. 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/505560 .

    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.