IDEAS home Printed from https://ideas.repec.org/a/jae/japmet/v18y2003i2p157-177.html
   My bibliography  Save this article

Individual heterogeneity and censoring in panel data estimates of tobacco expenditure

Author

Listed:
  • Andrew M. Jones

    (Department of Economics and Related Studies, University of York, York YO10 5DD, UK)

  • José M. Labeaga

    (UNED Department of Economics, C|Senda del Rey, 11, 28040-Madrid, Spain)

Abstract

A panel of households is used to test the rational addiction model of Becker et al. (1994). These data raise problems of measurement errors, censoring, and unobservable heterogeneity. We use sample separation information to exclude those households who never purchase tobacco. To deal with the remaining zeros we compare specifications based on infrequency of purchase and on censoring. GMM and system-GMM are used to deal with errors-in-variables and unobservable heterogeneity. Within-groups two-step, within-groups three-step GMM and Minimum Distance methods are used to allow for censoring. There is evidence that the rational addiction specification is sensitive to unobservable heterogeneity and censoring. Copyright © 2002 John Wiley & Sons, Ltd.

Suggested Citation

  • Andrew M. Jones & José M. Labeaga, 2003. "Individual heterogeneity and censoring in panel data estimates of tobacco expenditure," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(2), pages 157-177.
    • Handle: RePEc:jae:japmet:v:18:y:2003:i:2:p:157-177
    DOI: 10.1002/jae.673
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1002/jae.673
    File Function: Link to full text; subscription required
    Download Restriction: no
    File URL: http://qed.econ.queensu.ca:80/jae/2003-v18.2/
    File Function: Supporting data files and programs
    Download Restriction: no
    File URL: https://libkey.io/10.1002/jae.673?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
    ---><---

    References listed on IDEAS

    as
    1. Arellano, Manuel, 1993. "On the testing of correlated effects with panel data," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 87-97, September.
    2. Chamberlain, Gary, 1984. "Panel data," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 22, pages 1247-1318, Elsevier.
    3. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    4. Wooldridge, Jeffrey M., 1995. "Selection corrections for panel data models under conditional mean independence assumptions," Journal of Econometrics, Elsevier, vol. 68(1), pages 115-132, July.
    5. Chaloupka, Frank J. & Grossman, Michael & Bickel, Warren K. & Saffer, Henry (ed.), 1999. "The Economic Analysis of Substance Use and Abuse," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226100470, July.
    6. Grossman, Michael & Chaloupka, Frank J., 1998. "The demand for cocaine by young adults: a rational addiction approach," Journal of Health Economics, Elsevier, vol. 17(4), pages 427-474, August.
    7. Jones, Andrew M., 1999. "Adjustment costs, withdrawal effects, and cigarette addiction," Journal of Health Economics, Elsevier, vol. 18(1), pages 125-137, January.
    8. Becker, Gary S & Grossman, Michael & Murphy, Kevin M, 1994. "An Empirical Analysis of Cigarette Addiction," American Economic Review, American Economic Association, vol. 84(3), pages 396-418, June.
    9. Suranovic, Steven M. & Goldfarb, Robert S. & Leonard, Thomas C., 1999. "An economic theory of cigarette addiction," Journal of Health Economics, Elsevier, vol. 18(1), pages 1-29, January.
    10. Keeler, Theodore E. & Hu, Teh-Wei & Barnett, Paul G. & Manning, Williard G., 1993. "Taxation, regulation, and addiction: A demand function for cigarettes based on time-series evidence," Journal of Health Economics, Elsevier, vol. 12(1), pages 1-18, April.
    11. Saffer, Henry & Chaloupka, Frank, 1999. "The Demand for Illicit Drugs," Economic Inquiry, Western Economic Association International, vol. 37(3), pages 401-411, July.
    12. repec:bla:obuest:v:62:y:2000:i:5:p:647-56 is not listed on IDEAS
    13. Whang, Yoon-Jae & Andrews, Donald W. K., 1993. "Tests of specification for parametric and semiparametric models," Journal of Econometrics, Elsevier, vol. 57(1-3), pages 277-318.
    14. Bretteville-Jensen, A.L., 1999. "Addiction and Discounting," Norway; Department of Economics, University of Bergen 198, Department of Economics, University of Bergen.
    15. Jose M. Labeaga, 1993. "Individual behaviour and tobacco consumption: A panel data approach," Health Economics, John Wiley & Sons, Ltd., vol. 2(2), pages 103-112, July.
    16. Grossman, Michael & Chaloupka, Frank J & Sirtalan, Ismail, 1998. "An Empirical Analysis of Alcohol Addiction: Results from the Monitoring the Future Panels," Economic Inquiry, Western Economic Association International, vol. 36(1), pages 39-48, January.
    17. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    18. Frank J. Chaloupka & Michael Grossman & John A. Tauras, 1999. "The Demand for Cocaine and Marijuana by Youth," NBER Chapters, in: The Economic Analysis of Substance Use and Abuse: An Integration of Econometric and Behavioral Economic Research, pages 133-156, National Bureau of Economic Research, Inc.
    19. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
    20. 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.
    21. Alonso-Borrego, Cesar & Arellano, Manuel, 1999. "Symmetrically Normalized Instrumental-Variable Estimation Using Panel Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(1), pages 36-49, January.
    22. Douglas, Stratford, 1998. "The Duration of the Smoking Habit," Economic Inquiry, Western Economic Association International, vol. 36(1), pages 49-64, January.
    23. Phillips, P.C.B., 1983. "Exact small sample theory in the simultaneous equations model," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 1, chapter 8, pages 449-516, Elsevier.
    24. 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.
    25. Frank J. Chaloupka & Michael Grossman & Warren K. Bickel & Henry Saffer, 1999. "The Economic Analysis of Substance Use and Abuse: An Integration of Econometric and Behavioral Economic Research," NBER Books, National Bureau of Economic Research, Inc, number chal99-1, December.
    26. Labeaga, Jose M., 1999. "A double-hurdle rational addiction model with heterogeneity: Estimating the demand for tobacco," Journal of Econometrics, Elsevier, vol. 93(1), pages 49-72, November.
    27. Hillier, Grant H, 1990. "On the Normalization of Structural Equations: Properties of Direct Estimators," Econometrica, Econometric Society, vol. 58(5), pages 1181-1194, September.
    28. Laux, Fritz L., 2000. "Addiction as a market failure: using rational addiction results to justify tobacco regulation," Journal of Health Economics, Elsevier, vol. 19(4), pages 421-437, July.
    29. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
    30. Biorn, Erik & Klette, Tor Jakob, 1998. "Panel data with errors-in-variables: essential and redundant orthogonality conditions in GMM-estimation," Economics Letters, Elsevier, vol. 59(3), pages 275-282, June.
    31. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    32. Steven T. Yen & Andrew M. Jones, 1996. "Individual cigarette consumption and addiction: A flexible limited dependent variable approach," Health Economics, John Wiley & Sons, Ltd., vol. 5(2), pages 105-117, March.
    33. Olympia Bover & Manuel Arellano, 1997. "Estimating limited dependent variable models from panel data," Investigaciones Economicas, Fundación SEPI, vol. 21(2), pages 141-166, May.
    34. K. Newey, Whitney, 1985. "Generalized method of moments specification testing," Journal of Econometrics, Elsevier, vol. 29(3), pages 229-256, September.
    35. Daniel Miles, 2000. "The Probability That a Smoker Does Not Purchase Tobacco: A Note," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 62(5), pages 647-656, December.
    36. Jaume Garcia & Jose M. Labeaga, 1993. "A cross-section model with zeros: an application to the demand for tobacco," Economics Working Papers 26, Department of Economics and Business, Universitat Pompeu Fabra.
    37. Jones, Andrew M, 1989. "A Double-Hurdle Model of Cigarette Consumption," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(1), pages 23-39, Jan.-Mar..
    38. Frank J. Chaloupka & Michael Grossman & Warren K. Bickel & Henry Saffer, 1999. "Introduction to "The Economic Analysis of Substance Use and Abuse: An Integration of Econometrics and Behavioral Economic Research"," NBER Chapters, in: The Economic Analysis of Substance Use and Abuse: An Integration of Econometric and Behavioral Economic Research, pages 1-14, National Bureau of Economic Research, Inc.
    39. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    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. Michael Grossman, 2005. "Individual Behaviours and Substance Use: The Role of Price," Advances in Health Economics and Health Services Research, in: Substance Use: Individual Behaviour, Social Interactions, Markets and Politics, pages 15-39, Emerald Group Publishing Limited.
    2. Piccoli, Luca & Tiezzi, Silvia, 2021. "Rational addiction and time-consistency: An empirical test," Journal of Health Economics, Elsevier, vol. 80(C).
    3. Anne Bretteville-Jensen, 2006. "Drug Demand – Initiation, Continuation and Quitting," De Economist, Springer, vol. 154(4), pages 491-516, December.
    4. Pierani, P.; Tiezzi, S.;, 2017. "Rational addiction and time consistency:an empirical test," Health, Econometrics and Data Group (HEDG) Working Papers 17/05, HEDG, c/o Department of Economics, University of York.
    5. Hammar, Henrik & Carlsson, Fredrik, 2001. "Smokers' Decisions To Quit Smoking," Working Papers in Economics 59, University of Gothenburg, Department of Economics.
    6. Jones, A. M. & Laporte, A. & Rice, N. & Zucchelli, E., 2014. "A synthesis of the Grossman and Becker-Murphy models of health and addiction: theoretical and empirical implications," Health, Econometrics and Data Group (HEDG) Working Papers 14/07, HEDG, c/o Department of Economics, University of York.
    7. David Aristei & Luca Pieroni, 2009. "Addiction, social interactions and gender differences in cigarette consumption," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 36(3), pages 245-272, August.
    8. Dave, Dhaval, 2006. "The effects of cocaine and heroin price on drug-related emergency department visits," Journal of Health Economics, Elsevier, vol. 25(2), pages 311-333, March.
    9. Andrew M. Jones & Audrey Laporte & Nigel Rice & Eugenio Zucchelli, 2019. "Dynamic panel data estimation of an integrated Grossman and Becker–Murphy model of health and addiction," Empirical Economics, Springer, vol. 56(2), pages 703-733, February.
    10. Silvia Tiezzi, 2005. "An empirical analysis of tobacco addiction in Italy," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 6(3), pages 233-243, September.
    11. Jofre-Bonet, Mireia & Petry, Nancy M., 2008. "Trading apples for oranges?: Results of an experiment on the effects of Heroin and Cocaine price changes on addicts' polydrug use," Journal of Economic Behavior & Organization, Elsevier, vol. 66(2), pages 281-311, May.
    12. 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.
    13. Timothy J. Richards & Paul M. Patterson & Abebayehu Tegene, 2007. "Obesity And Nutrient Consumption: A Rational Addiction?," Contemporary Economic Policy, Western Economic Association International, vol. 25(3), pages 309-324, July.
    14. Labeaga, Jose M., 1999. "A double-hurdle rational addiction model with heterogeneity: Estimating the demand for tobacco," Journal of Econometrics, Elsevier, vol. 93(1), pages 49-72, November.
    15. Sergi Jiménez-Martín & José M. Labeaga & Majid al Sadoon, 2020. "Consistent estimation of panel data sample selection models," Working Papers 2020-06, FEDEA.
    16. DeCicca, Philip & Kenkel, Don & Mathios, Alan, 2008. "Cigarette taxes and the transition from youth to adult smoking: Smoking initiation, cessation, and participation," Journal of Health Economics, Elsevier, vol. 27(4), pages 904-917, July.
    17. Ziggy MacDonald, 2004. "What Price Drug Use? The Contribution of Economics to an Evidence‐Based Drugs Policy," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 113-152, April.
    18. Dhaval Dave, 2004. "Illicit Drug Use Among Arrestees and Drug Prices," NBER Working Papers 10648, National Bureau of Economic Research, Inc.
    19. Andrew Clark & Fabrice Etile, 1999. "The Effect of Health Information on Cigarette Consumption: Evidence from British Panel Data," Cahiers de la Maison des Sciences Economiques bla99090, Université Panthéon-Sorbonne (Paris 1).
    20. repec:zbw:rwirep:0064 is not listed on IDEAS
    21. Badi H. Baltagi & Ingo Geishecker, 2006. "Rational alcohol addiction: evidence from the Russian longitudinal monitoring survey," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 893-914, September.

    More about this item

    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:jae:japmet:v:18:y:2003:i:2:p:157-177. 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: Wiley-Blackwell Digital Licensing or Christopher F. Baum (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/0883-7252/ .

    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.