Accounting for misclassification error in retrospective smoking data

Health Economics
Donald KenkelAlan Mathios

Abstract

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 ...Continue Reading

Citations

May 4, 2012·Journal of Abnormal Child Psychology·Cathal McCrory, Richard Layte
Aug 28, 2013·International Journal of Obesity : Journal of the International Association for the Study of Obesity·R LayteJ Kearney
Jul 27, 2014·American Journal of Epidemiology·Dean R LillardAna Gil Lacruz
Jul 1, 2006·American Journal of Public Health·Bruno FedericoAnton E Kunst
Aug 28, 2015·International Journal of Public Health·Damien BricardStéphane Legleye
Oct 18, 2008·Journal of Health Economics·Jan C van Ours, Jenny Williams
Oct 16, 2007·Health Economics·Philip DeciccaJae-Young Lim
Jun 27, 2012·Statistics in Medicine·Haim Y Bar, Dean R Lillard
Mar 13, 2014·The European Journal of Health Economics : HEPAC : Health Economics in Prevention and Care·Deliana KostovaCe Shang
May 23, 2016·Social Science & Medicine·Diana Quirmbach, Christopher J Gerry
Jun 8, 2017·International Journal of Environmental Research and Public Health·Damien BricardMyriam Khlat
Sep 18, 2016·Tobacco Control·Deliana KostovaFrank J Chaloupka

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