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Impact of acute health shocks on cigarette consumption: A combined DiD-matching strategy to address endogeneity issues in the French Gazel panel data

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  • Antoine Marsaudon

    (PSE - Paris School of Economics - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement, PJSE - Paris Jourdan Sciences Economiques - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

  • Lise Rochaix

    (PSE - Paris School of Economics - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement, PJSE - Paris Jourdan Sciences Economiques - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

Abstract

This paper investigates the relationship between an acute health shock, namely the first onset of an accident requiring medical care, and cigarette consumption, using the French Gazel panel data. To identify the causal effect of such shocks, we use a difference-in-differences approach combined with a propensity score. Results suggest that there is a significant effect running from the shock to the number of cigarettes smoked with impact duration of eight years after the shock. Individuals subject to such a shock smoke, on average, 2 cigarettes less (per week) than those not exposed to such a shock. Further, the findings show heterogeneous effects among smokers: heavy smokers are more likely to reduce tobacco consumption than occasional smokers.

Suggested Citation

  • Antoine Marsaudon & Lise Rochaix, 2010. "Impact of acute health shocks on cigarette consumption: A combined DiD-matching strategy to address endogeneity issues in the French Gazel panel data," Working Papers halshs-01626187, HAL.
  • Handle: RePEc:hal:wpaper:halshs-01626187
    Note: View the original document on HAL open archive server: https://shs.hal.science/halshs-01626187
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    1. Thomas Barnay & Mohamed Ali Ben Halima & Emmanuel Duguet & Joseph Lanfranchi & Christine Le Clainche, 2015. "La survenue du cancer : effets de court et moyen termes sur l'emploi, le chômage et les arrêts maladie," Économie et Statistique, Programme National Persée, vol. 475(1), pages 157-186.
    2. Claudia R. Sahm, 2012. "How Much Does Risk Tolerance Change?," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 2(04), pages 1-38.
    3. Venkatesh Bala & Sanjeev Goyal, 1998. "Learning from Neighbours," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(3), pages 595-621.
    4. Regina T. Riphahn, 1999. "Income and employment effects of health shocks A test case for the German welfare state," Journal of Population Economics, Springer;European Society for Population Economics, vol. 12(3), pages 363-389.
    5. Richards, Michael R. & Marti, Joachim, 2014. "Heterogeneity in the smoking response to health shocks by out-of-pocket spending risk," Health Economics, Policy and Law, Cambridge University Press, vol. 9(4), pages 343-357, October.
    6. Dinky Daruvala, 2007. "Gender, risk and stereotypes," Journal of Risk and Uncertainty, Springer, vol. 35(3), pages 265-283, December.
    7. Leonie Sundmacher, 2012. "The effect of health shocks on smoking and obesity," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(4), pages 451-460, August.
    8. Lucie Schmidt, 2008. "Risk preferences and the timing of marriage and childbearing," Demography, Springer;Population Association of America (PAA), vol. 45(2), pages 439-460, May.
    9. Dominique Ami & Frédéric Aprahamian & Stéphane Luchini, 2017. "Stated Preferences and Decision-Making: Three Applications to Health," Revue économique, Presses de Sciences-Po, vol. 68(3), pages 327-333.
    10. Luigi Guiso & Monica Paiella, 2008. "Risk Aversion, Wealth, and Background Risk," Journal of the European Economic Association, MIT Press, vol. 6(6), pages 1109-1150, December.
    11. Ulrike Malmendier & Stefan Nagel, 2011. "Depression Babies: Do Macroeconomic Experiences Affect Risk Taking?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 373-416.
    12. Jones, M.A. & Rice, N. & Zantomio, F., 2016. "Acute health shocks and labour market outcomes," Health, Econometrics and Data Group (HEDG) Working Papers 16/04, HEDG, c/o Department of Economics, University of York.
    13. Lechner, Michael, 2011. "The Estimation of Causal Effects by Difference-in-Difference Methods," Foundations and Trends(R) in Econometrics, now publishers, vol. 4(3), pages 165-224, November.
    14. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    15. Clark, Andrew & Etile, Fabrice, 2002. "Do health changes affect smoking? Evidence from British panel data," Journal of Health Economics, Elsevier, vol. 21(4), pages 533-562, July.
    16. Margolis, Jesse & Hockenberry, Jason & Grossman, Michael & Chou, Shin-Yi, 2014. "Moral Hazard and Less Invasive Medical Treatment for Coronary Artery Disease: The Case of Cigarette Smoking," IZA Discussion Papers 8492, Institute of Labor Economics (IZA).
    17. Florence Jusot & Myriam Khlat, 2013. "The role of time and risk preferences in smoking inequalities: A population-based study," Post-Print hal-01526058, HAL.
    18. Harris, Jeffrey E. & Balsa, Ana Inés & Triunfo, Patricia, 2015. "Tobacco control campaign in Uruguay: Impact on smoking cessation during pregnancy and birth weight," Journal of Health Economics, Elsevier, vol. 42(C), pages 186-196.
    19. Trevisan, Elisabetta & Zantomio, Francesca, 2016. "The impact of acute health shocks on the labour supply of older workers: Evidence from sixteen European countries," Labour Economics, Elsevier, vol. 43(C), pages 171-185.
    20. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    21. repec:dau:papers:123456789/11397 is not listed on IDEAS
    22. Decker, Simon & Schmitz, Hendrik, 2016. "Health shocks and risk aversion," Journal of Health Economics, Elsevier, vol. 50(C), pages 156-170.
    23. Pilar García-Gómez & Hans van Kippersluis & Owen O’Donnell & Eddy van Doorslaer, 2013. "Long-Term and Spillover Effects of Health Shocks on Employment and Income," Journal of Human Resources, University of Wisconsin Press, vol. 48(4), pages 873-909.
    24. Orphanides, Athanasios & Zervos, David, 1995. "Rational Addiction with Learning and Regret," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 739-758, August.
    25. V. Kerry Smith & Donald H. Taylor & Frank A. Sloan & F. Reed Johnson & William H. Desvousges, 2001. "Do Smokers Respond To Health Shocks?," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 675-687, November.
    26. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    27. Siegrist, Michael & Cvetkovich, George & Gutscher, Heinz, 2002. "Risk Preference Predictions and Gender Stereotypes," Organizational Behavior and Human Decision Processes, Elsevier, vol. 87(1), pages 91-102, January.
    28. Chaloupka, Frank J. & Wechsler, Henry, 1997. "Price, tobacco control policies and smoking among young adults," Journal of Health Economics, Elsevier, vol. 16(3), pages 359-373, June.
    29. Kenkel, Donald S, 1991. "Health Behavior, Health Knowledge, and Schooling," Journal of Political Economy, University of Chicago Press, vol. 99(2), pages 287-305, April.
    30. Chaloupka, Frank J. & Warner, Kenneth E., 2000. "The economics of smoking," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 29, pages 1539-1627, Elsevier.
    31. Agüero, Jorge M. & Beleche, Trinidad, 2017. "Health shocks and their long-lasting impact on health behaviors: Evidence from the 2009 H1N1 pandemic in Mexico," Journal of Health Economics, Elsevier, vol. 54(C), pages 40-55.
    32. 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.
    33. García-Gómez, Pilar, 2011. "Institutions, health shocks and labour market outcomes across Europe," Journal of Health Economics, Elsevier, vol. 30(1), pages 200-213, January.
    34. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    35. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    36. Jones, Andrew M., 1994. "Health, addiction, social interaction and the decision to quit smoking," Journal of Health Economics, Elsevier, vol. 13(1), pages 93-110, March.
    37. Ahmed Khwaja & Frank Sloan & Sukyung Chung, 2006. "The Effects of Spousal Health on the Decision to Smoke: Evidence on Consumption Externalities, Altruism and Learning Within the Household," Journal of Risk and Uncertainty, Springer, vol. 32(1), pages 17-35, January.
    38. Becker, Gary S & Murphy, Kevin M, 1988. "A Theory of Rational Addiction," Journal of Political Economy, University of Chicago Press, vol. 96(4), pages 675-700, August.
    39. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
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