Nothing Special   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/halshs-01626187.html
   My bibliography  Save this paper

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

Author

Listed:
  • 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, PSE - Paris-Jourdan Sciences Economiques - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - INRA - Institut National de la Recherche Agronomique - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique)

  • 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, PSE - Paris-Jourdan Sciences Economiques - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - INRA - Institut National de la Recherche Agronomique - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique)

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
    as

    Download full text from publisher

    File URL: https://shs.hal.science/halshs-01626187/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    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. Antoine Marsaudon & Lise Rochaix, 2017. "Impact of acute health shocks on cigarette consumption
      [Impact d'un choc de santé sur la consommation de cigarette]
      ," PSE Working Papers halshs-01626024, HAL.
    2. Decker, Simon & Schmitz, Hendrik, 2016. "Health shocks and risk aversion," Journal of Health Economics, Elsevier, vol. 50(C), pages 156-170.
    3. Hammar, Henrik & Carlsson, Fredrik, 2001. "Smokers' Decisions To Quit Smoking," Working Papers in Economics 59, University of Gothenburg, Department of Economics.
    4. Kokot, Johanna, 2017. "Does a spouse's health shock influence the partner's risk attitudes?," Ruhr Economic Papers 707, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    5. Dettmann, E. & Becker, C. & Schmeißer, C., 2011. "Distance functions for matching in small samples," Computational Statistics & Data Analysis, Elsevier, vol. 55(5), pages 1942-1960, May.
    6. Khwaja, Ahmed & Sloan, Frank & Chung, Sukyung, 2006. "Learning about individual risk and the decision to smoke," International Journal of Industrial Organization, Elsevier, vol. 24(4), pages 683-699, July.
    7. Emmanuel Duguet & Christine Le Clainche, 2020. "The Socioeconomic and Gender Impacts of Health Events on Employment Transitions in France: A Panel Data Study," Journal of Human Capital, University of Chicago Press, vol. 14(3), pages 449-483.
    8. Carlos A. Flores & Oscar A. Mitnik, 2009. "Evaluating Nonexperimental Estimators for Multiple Treatments: Evidence from Experimental Data," Working Papers 2010-10, University of Miami, Department of Economics.
    9. Lechner, Michael & Wunsch, Conny, 2013. "Sensitivity of matching-based program evaluations to the availability of control variables," Labour Economics, Elsevier, vol. 21(C), pages 111-121.
    10. Donald S. Kenkel & Robert R. Reed III & Ping Wang, 2002. "Rational Addiction, Peer Externalities and Long Run Effects of Public Policy," NBER Working Papers 9249, National Bureau of Economic Research, Inc.
    11. Joachim Marti & Michael R. Richards, 2017. "Smoking Response to Health and Medical Spending Changes and the Role of Insurance," Health Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 305-320, March.
    12. Jérôme Ronchetti & Anthony Terriau, 2019. "Impact of unemployment on self-perceived health," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(6), pages 879-889, August.
    13. Candon, David, 2018. "The effect of cancer on the labor supply of employed men over the age of 65," Economics & Human Biology, Elsevier, vol. 31(C), pages 184-199.
    14. David Candon, 2019. "The joint effect of health shocks and eligibility for social security on labor supply," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(7), pages 969-988, September.
    15. Jochen Kluve & Boris Augurzky, 2007. "Assessing the performance of matching algorithms when selection into treatment is strong," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(3), pages 533-557.
    16. Jasmin Kantarevic & Boris Kralj, 2013. "Link Between Pay For Performance Incentives And Physician Payment Mechanisms: Evidence From The Diabetes Management Incentive In Ontario," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1417-1439, December.
    17. repec:zbw:rwirep:0064 is not listed on IDEAS
    18. Czarnitzki, Dirk & Lopes-Bento, Cindy, 2013. "Value for money? New microeconometric evidence on public R&D grants in Flanders," Research Policy, Elsevier, vol. 42(1), pages 76-89.
    19. 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.
    20. Eliasson, Kent, 2006. "How Robust is the Evidence on the Returns to College Choice? Results Using Swedish Administrative Data," Umeå Economic Studies 692, Umeå University, Department of Economics.
    21. Hottenrott, Hanna & Lopes-Bento, Cindy, 2014. "(International) R&D collaboration and SMEs: The effectiveness of targeted public R&D support schemes," Research Policy, Elsevier, vol. 43(6), pages 1055-1066.

    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:hal:wpaper:halshs-01626187. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.