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The effect of smoking on health using a sequential self-selection model

Author

Listed:
  • Kajal Lahiri

    (Department of Economics, State University of New York at Albany, USA)

  • Jae G. Song

    (Department of Economics, State University of New York at Albany, USA)

Abstract

We estimate a structural model of individual smoking behaviour emphasizing the role of individual risk belief on smoking choices. Our model consists of five equations: two selection equations for initiation and cessation decisions, and three switching outcome regressions for nonsmokers, ex-smokers, and current smokers. The presence of significant self-selectivity implies that the health effects of smoking based on sample proportions do not correctly indicate the true risk of cigarette smoking. Further, our evidence suggests that the self-selection in the cessation decision, but not in the initiation decision, is consistent with economic rationality. We estimate the model by full information maximum likelihood (FIML) with starting values from heteroskedasticity corrected Heckman-Lee two-step method using newly released Health and Retirement Study (HRS) data. Copyright © 2000 John Wiley & Sons, Ltd.

Suggested Citation

  • Kajal Lahiri & Jae G. Song, 2000. "The effect of smoking on health using a sequential self-selection model," Health Economics, John Wiley & Sons, Ltd., vol. 9(6), pages 491-511.
  • Handle: RePEc:wly:hlthec:v:9:y:2000:i:6:p:491-511
    DOI: 10.1002/1099-1050(200009)9:6<491::AID-HEC541>3.0.CO;2-#
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    References listed on IDEAS

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    Cited by:

    1. Julie Hotchkiss & M. Melinda Pitts, 2005. "Female labour force intermittency and current earnings: switching regression model with unknown sample selection," Applied Economics, Taylor & Francis Journals, vol. 37(5), pages 545-560.
    2. Coulson, N. Edward & Li, Herman, 2013. "Measuring the external benefits of homeownership," Journal of Urban Economics, Elsevier, vol. 77(C), pages 57-67.
    3. Florin P. Vadean & Matloob Piracha, 2009. "Circular Migration or Permanent Return: What Determines Different Forms of Migration?," Studies in Economics 0912, School of Economics, University of Kent.
    4. Jérôme Adda & Valérie Lechene, 2013. "Health Selection and the Effect of Smoking on Mortality," Scandinavian Journal of Economics, Wiley Blackwell, vol. 115(3), pages 902-931, July.
    5. Takeshima, Hiroyuki & Winter-Nelson, Alex, 2010. "Sales location and supply response among semisubsistence farmers in Benin," IFPRI discussion papers 999, International Food Policy Research Institute (IFPRI).
    6. Lisa Anderson & Jennifer Mellor, 2009. "Are risk preferences stable? Comparing an experimental measure with a validated survey-based measure," Journal of Risk and Uncertainty, Springer, vol. 39(2), pages 137-160, October.
    7. Tang, Mingzhe & Coulson, N. Edward, 2017. "The impact of China's housing provident fund on homeownership, housing consumption and housing investment," Regional Science and Urban Economics, Elsevier, vol. 63(C), pages 25-37.
    8. R. Brau & M. Lippi Bruni & AM. Pinna, 2004. "Public vs private demand for covering long term care expenditures," Working Paper CRENoS 200408, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    9. Ali Mir M., 2012. "Social Learning Theory, Cigarette Taxes and Adolescent Smoking Behavior," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 232(6), pages 633-651, December.
    10. Anderson, Lisa R. & Mellor, Jennifer M., 2008. "Predicting health behaviors with an experimental measure of risk preference," Journal of Health Economics, Elsevier, vol. 27(5), pages 1260-1274, September.
    11. Lokshin, Mikhail & Sajaia, Zurab, 2007. "The Economic Cost of Smoking: Differences in Wages between Smokers and Non-smokers in Russia," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 6(2), pages 60-80.
    12. Jeffrey E. Harris & Beatriz Lopez-Valcarcel, 2004. "Asymmetric Social Interaction in Economics: Cigarette Smoking Among Young People in the United States, 1992-1999," NBER Working Papers 10409, National Bureau of Economic Research, Inc.
    13. Grignon, Michel, 2009. "An empirical investigation of heterogeneity in time preferences and smoking behaviors," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(5), pages 739-751, October.
    14. Matloob Piracha & Massimiliano Tani & Florin Vadean, 2012. "Immigrant over- and under-education: the role of home country labour market experience," IZA Journal of Migration, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-21, December.
    15. Tani, Massimiliano, 2012. "Does immigration policy affect the education--occupation mismatch? Evidence from Australia," Australian Bulletin of Labour, National Institute of Labour Studies, vol. 38(2), pages 111-141.
    16. Galizzi Matteo M. & Miraldo Marisa, 2017. "Are You What You Eat? Healthy Behaviour and Risk Preferences," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 17(1), pages 1-25, February.
    17. Julie L. Hotchkiss & M. Melinda Pitts, 2003. "Female labor force intermittency and current earnings: a switching regression model with unknown sample selection," FRB Atlanta Working Paper 2003-33, Federal Reserve Bank of Atlanta.
    18. 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.

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