Accounting for misclassification error in retrospective smoking data
Recent waves of major longitudinal surveys in the US and other countries include retrospective questions about the timing of smoking initiation and cessation, creating a potentially important but under-utilized source of information on smoking behavior over the life course. In this paper, we explore the extent of, consequences of, and possible solutions to misclassification errors in models of smoking participation that use data generated from retrospective reports. In our empirical work, we exploit the fact that the National Longitudinal Survey of Youth 1979 provides both contemporaneous and retrospective information about smoking status in certain years. We compare the results from four sets of models of smoking participation. The first set of results are from baseline probit models of smoking participation from contemporaneously reported information. The second set of results are from models that are identical except that the dependent variable is based on retrospective information. The last two sets of results are from models that take a parametric approach to account for a simple form of misclassification error. Our preliminary results suggest that accounting for misclassification error is important. However, the adjusted maximum likelihood estimation approach to account for misclassification does not always perform as expected. Copyright © 2004 John Wiley & Sons, Ltd.
Volume (Year): 13 (2004)
Issue (Month): 10 ()
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- Philip DeCicca & Donald Kenkel & Alan Mathios & Yoon-Jeong Shin & Jae-Young Lim, 2008.
"Youth smoking, cigarette prices, and anti-smoking sentiment,"
John Wiley & Sons, Ltd., vol. 17(6), pages 733-749.
- Philip DeCicca & Donald S. Kenkel & Alan D. Mathios & Yoon-Jeong Shin & Jae-Young Lim, 2006. "Youth Smoking, Cigarette Prices, and Anti-Smoking Sentiment," NBER Working Papers 12458, National Bureau of Economic Research, Inc.
- 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.
- Frank J. Chaloupka & Kenneth E. Warner, 1999. "The Economics of Smoking," NBER Working Papers 7047, National Bureau of Economic Research, Inc.
- Martin Forster & Andrew M. Jones, 2001. "The role of tobacco taxes in starting and quitting smoking: Duration analysis of British data," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 164(3), pages 517-547.
- Martin Forster & Andrew Jones, 2000. "The role of tobacco taxes in starting and quitting smoking: duration analysis of British data," Working Papers 176chedp, Centre for Health Economics, University of York.
- 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.
- Gary S. Becker & Michael Grossman & Kevin M. Murphy, 1990. "An Empirical Analysis of Cigarette Addiction," NBER Working Papers 3322, National Bureau of Economic Research, Inc.
- Gary S. Becker & Michael Grossman & Kevin M. Murphy, 1990. "An Empirical Analysis of Cigarette Addiction," University of Chicago - George G. Stigler Center for Study of Economy and State 61, Chicago - Center for Study of Economy and State.
- Picone Gabriel & Sloan Frank, 2003. "Smoking Cessation and Lifestyle Changes," Forum for Health Economics & Policy, De Gruyter, vol. 6(1), pages 1-30, January.
- Gabriel Picone & Frank Sloan, 2003. "Smoking Cessation and Lifestyle Changes," NBER Chapters,in: Frontiers in Health Policy Research, Volume 6, pages 115-142 National Bureau of Economic Research, Inc.
- Matthew C. Farrelly & William N. Evans & Edward Montgomery, 1999. "Do Workplace Smoking Bans Reduce Smoking?," American Economic Review, American Economic Association, vol. 89(4), pages 728-747, September.
- William N. Evans & Matthew C. Farrelly & Edward Montgomery, 1996. "Do Workplace Smoking Bans Reduce Smoking?," NBER Working Papers 5567, National Bureau of Economic Research, Inc.
- Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
- Lewbel, Arthur, 2000. "Identification Of The Binary Choice Model With Misclassification," Econometric Theory, Cambridge University Press, vol. 16(04), pages 603-609, August.
- Arthur Lewbel, 2000. "Identification of the Binary Choice Model with Misclassification," Boston College Working Papers in Economics 457, Boston College Department of Economics.
- 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.
- Douglas, Stratford, 1998. "The Duration of the Smoking Habit," Economic Inquiry, Western Economic Association International, vol. 36(1), pages 49-64, January.
- Wasserman, Jeffrey & Manning, Willard G. & Newhouse, Joseph P. & Winkler, John D., 1991. "The effects of excise taxes and regulations on cigarette smoking," Journal of Health Economics, Elsevier, vol. 10(1), pages 43-64, May.
- Poterba, James M & Summers, Lawrence H, 1995. "Unemployment Benefits and Labor Market Transitions: A Multinomial Logit Model with Errors in Classification," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 207-216, May.
- Douglas, Stratford & Hariharan, Govind, 1994. "The hazard of starting smoking: Estimates from a split population duration model," Journal of Health Economics, Elsevier, vol. 13(2), pages 213-230, July. Full references (including those not matched with items on IDEAS)