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On the Identification of the Effect of Smoking on Mortality

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Author Info
Valerie Lechene
Jerome Adda

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Abstract

This paper considers the identification of the effect of tobacco on mortality. If individuals select into smoking according to some unobserved health characteristic, then estimates of the effect of tobacco on health that do not account for this are biased. We show that using information on mortality, morbidity and smoking, it is possible to control for this selection effect and obtain consistent estimates of the effect of smoking on mortality. We implement our method on Swedish data. We show that there is selection into smoking, and considerable dispersion around the average effect, so that health policies that aim at decreasing smoking prevalence and quantities smoked might have less effect in terms of average number of years of life gained than previously estimated. We also empirically show that selection into smoking has increased over the last fifty years with the availability of information on the dangers of smoking, so that future studies comparing smokers and nonsmokers will spuriously reveal a worsening effect of tobacco on health if they fail to control for selection.

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Paper provided by University of Oxford, Department of Economics in its series Economics Series Working Papers with number 184.

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Date of creation: 2004
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Handle: RePEc:oxf:wpaper:184

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Keywords: Health Duration Smoking Selection Mortality Life Expectancy Causality

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Find related papers by JEL classification:
I12 - Health, Education, and Welfare - - Health - - - Health Production

References listed on IDEAS
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  1. Frank J. Chaloupka & Rosalie Liccardo Pacula & Matthew C. Farrelly & Lloyd D. Johnston & Patrick M. O'Malley, 1999. "Do Higher Cigarette Prices Encourage Youth to Use Marijuana?," NBER Working Papers 6939, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  2. 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 223-55, March-Apr. [Downloadable!] (restricted)
  3. Antonanzas, Fernando, et al, 2000. " Smoking Risks in Spain: Part I--Perception of Risks to the Smoker," Journal of Risk and Uncertainty, Springer, vol. 21(2-3), pages 161-86, November. [Downloadable!] (restricted)
  4. Dee, Thomas S., 1999. "The complementarity of teen smoking and drinking," Journal of Health Economics, Elsevier, vol. 18(6), pages 769-793, December. [Downloadable!] (restricted)
  5. Chaloupka, Frank, 1991. "Rational Addictive Behavior and Cigarette Smoking," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 722-42, August. [Downloadable!] (restricted)
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  6. Philip DeCicca & Donald Kenkel & Alan Mathios, 2002. "Putting Out the Fires: Will Higher Taxes Reduce the Onset of Youth Smoking?," Journal of Political Economy, University of Chicago Press, vol. 110(1), pages 144-169, February. [Downloadable!] (restricted)
  7. Gary S. Becker & Michael Grossman & Kevin M. Murphy, 1994. "An Empirical Analysis of Cigarette Addiction," NBER Working Papers 3322, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  8. Sandra L. Decker & Amy Ellen Schwartz, 2000. "Cigarettes and Alcohol: Substitutes or Complements?," NBER Working Papers 7535, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  9. 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. [Downloadable!] (restricted)
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  10. Evans, William N. & Ringel, Jeanne S., 1999. "Can higher cigarette taxes improve birth outcomes?," Journal of Public Economics, Elsevier, vol. 72(1), pages 135-154, April. [Downloadable!] (restricted)
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  11. Viscusi, W Kip, 1990. "Do Smokers Underestimate Risks?," Journal of Political Economy, University of Chicago Press, vol. 98(6), pages 1253-69, December. [Downloadable!] (restricted)
  12. 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. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Silvia Balia & Andrew M. Jones, 2004. "Mortality, Lifestyle and Socio-Economic Status," Working Paper CRENoS 200416, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia. [Downloadable!]
    Other versions:
  2. Stanciole, Anderson, 2007. "Health Insurance and Life Style Choices: Identifying the Ex Ante Moral Hazard," IRISS Working Paper Series 2007-10, IRISS at CEPS/INSTEAD. [Downloadable!]
  3. 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. [Downloadable!]
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