IDEAS home Printed from https://ideas.repec.org/p/yor/hectdg/11-29.html
   My bibliography  Save this paper

Parental Income and Smoking Participation in Adolescents: Implications of misclassification error in empirical studies of adolescent smoking participation

Author

Listed:
  • I. Edoka

Abstract

In adults, the negative relationship between smoking and income is well established. However divergent results have been reported on the impact of parental socioeconomic status on adolescent smoking. In this study we investigate the extent to which misclassification errors in self-reported smoking affects estimates of the impact of parental income on smoking in adolescents aged 11-15 years old. We use the Household Survey for England (HSE) which contains both a self-reported smoking component and an objective measure of smoking obtained through cotinine assays. Smoking participation is modelled using self-reported smoking and cotinine-validated smoking as binary dependent variables in two separate probit models. We compare marginal effects of parental income (and other independent variables) in both models. Our results suggest that self-reported smoking is misreported leading to biased estimates of the effect of parental income on adolescent smoking. Income-related inequality in smoking (the concentration index) is also underestimated when misclassification errors vary across income quintiles.

Suggested Citation

  • I. Edoka, 2011. "Parental Income and Smoking Participation in Adolescents: Implications of misclassification error in empirical studies of adolescent smoking participation," Health, Econometrics and Data Group (HEDG) Working Papers 11/29, HEDG, c/o Department of Economics, University of York.
    • Handle: RePEc:yor:hectdg:11/29
    as

    Download full text from publisher

    File URL: https://www.york.ac.uk/media/economics/documents/herc/wp/11_29.pdf
    File Function: Main text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Wagstaff, Adam & Paci, Pierella & van Doorslaer, Eddy, 1991. "On the measurement of inequalities in health," Social Science & Medicine, Elsevier, vol. 33(5), pages 545-557, January.
    2. Bound, John & Brown, Charles & Mathiowetz, Nancy, 2001. "Measurement error in survey data," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 59, pages 3705-3843, Elsevier.
    3. Laura Blow & Andrew Leicester & Frank Windmeijer, 2005. "Parental income and children's smoking behaviour: evidence from the British Household Panel Survey," IFS Working Papers W05/10, Institute for Fiscal Studies.
    4. Jonathan Gruber & Jonathan Zinman, 2001. "Youth Smoking in the United States: Evidence and Implications," NBER Chapters, in: Risky Behavior among Youths: An Economic Analysis, pages 69-120, National Bureau of Economic Research, Inc.
    5. Adam Wagstaff, 2005. "The bounds of the concentration index when the variable of interest is binary, with an application to immunization inequality," Health Economics, John Wiley & Sons, Ltd., vol. 14(4), pages 429-432, April.
    6. 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.
    7. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    8. Jonathan Gruber, 2001. "Risky Behavior among Youths: An Economic Analysis," NBER Books, National Bureau of Economic Research, Inc, number grub01-1.
    9. Kakwani, Nanak & Wagstaff, Adam & van Doorslaer, Eddy, 1997. "Socioeconomic inequalities in health: Measurement, computation, and statistical inference," Journal of Econometrics, Elsevier, vol. 77(1), pages 87-103, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Edoka, I.P., 2012. "Decomposing Differences in Cotinine Distribution between Children and Adolescents from Different Socioeconomic Backgrounds," Health, Econometrics and Data Group (HEDG) Working Papers 12/29, HEDG, c/o Department of Economics, University of York.

    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. Ijeoma P. Edoka, 2017. "Implications of Misclassification Errors in Empirical Studies of Adolescent Smoking Behaviours," Health Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 486-499, April.
    2. Peng Nie & Andrew E. Clarck & Conchita D'Ambrosio & Lanlin Ding, 2020. "Income-related health inequality in urban China (1991-2015): The role of homeownership and housing conditions," Working Papers 524, ECINEQ, Society for the Study of Economic Inequality.
    3. Clarke, Philip & Van Ourti, Tom, 2010. "Calculating the concentration index when income is grouped," Journal of Health Economics, Elsevier, vol. 29(1), pages 151-157, January.
    4. Ziebarth, Nicolas, 2010. "Measurement of health, health inequality, and reporting heterogeneity," Social Science & Medicine, Elsevier, vol. 71(1), pages 116-124, July.
    5. Laura Rossouw & Hana Ross, 2021. "Understanding Period Poverty: Socio-Economic Inequalities in Menstrual Hygiene Management in Eight Low- and Middle-Income Countries," IJERPH, MDPI, vol. 18(5), pages 1-14, March.
    6. H. Eme Ichoku & William Fonta & Michael Thiede, 2011. "Socioeconomic gradients in self-rated health: a developing country case study of Enugu State, Nigeria," Economic Change and Restructuring, Springer, vol. 44(3), pages 179-202, August.
    7. Mohammad Hajizadeh & M. Karen Campbell & Sisira Sarma, 2014. "Socioeconomic inequalities in adult obesity risk in Canada: trends and decomposition analyses," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(2), pages 203-221, March.
    8. Costa-Font, Joan & Hernández-Quevedo, Cristina & Jiménez-Rubio, Dolores, 2014. "Income inequalities in unhealthy life styles in England and Spain," Economics & Human Biology, Elsevier, vol. 13(C), pages 66-75.
    9. Olufunke Alaba & Lumbwe Chola, 2014. "Socioeconomic Inequalities in Adult Obesity Prevalence in South Africa: A Decomposition Analysis," IJERPH, MDPI, vol. 11(3), pages 1-20, March.
    10. Udaya S Mishra & William Joe, 2010. "Socioeconomic Inequalities in Childhood Undernutrition in India An Application of the Corrected Concentration Index," Economics Bulletin, AccessEcon, vol. 30(1), pages 847-854.
    11. Van Ourti, Tom & van Doorslaer, Eddy & Koolman, Xander, 2009. "The effect of income growth and inequality on health inequality: Theory and empirical evidence from the European Panel," Journal of Health Economics, Elsevier, vol. 28(3), pages 525-539, May.
    12. Philip Clarke & Tom Van Ourti, 2009. "Correcting the Bias in the Concentration Index when Income is Grouped," CEPR Discussion Papers 599, Centre for Economic Policy Research, Research School of Economics, Australian National University.
    13. John E. Ataguba, 2022. "A short note revisiting the concentration index: Does the normalization of the concentration index matter?," Health Economics, John Wiley & Sons, Ltd., vol. 31(7), pages 1506-1512, July.
    14. Tom Van Ourti & Eddy Van Doorslaer & Xander Koolman, 2006. "The Effect of Growth and Inequality in Incomes on Health Inequality: Theory and Empirical Evidence from the European Panel," Tinbergen Institute Discussion Papers 06-108/3, Tinbergen Institute.
    15. Clifton Makate & Marshall Makate & Nelson Mango, 2019. "Wealth-related inequalities in adoption of drought-tolerant maize and conservation agriculture in Zimbabwe," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 11(4), pages 881-896, August.
    16. Martin Siegel & Karl Mosler, 2014. "Semiparametric Modeling Of Age‐Specific Variations In Income Related Health Inequalities," Health Economics, John Wiley & Sons, Ltd., vol. 23(7), pages 870-878, July.
    17. Kinge, Jonas Minet & Vallejo-Torres, Laura & Morris, Stephen, 2015. "Income related inequalities in avoidable mortality in Norway: A population-based study using data from 1994–2011," Health Policy, Elsevier, vol. 119(7), pages 889-898.
    18. John E. Ataguba, 2019. "Socio‐economic inequality in health service utilisation: Does accounting for seasonality in health‐seeking behaviour matter?," Health Economics, John Wiley & Sons, Ltd., vol. 28(11), pages 1370-1376, November.
    19. Hernández-Quevedo, Cristina & Masseria, Cristina, 2013. "Measuring Income-Related Inequalities in Health in Multi-Country Analysis/Midiendo las desigualdades en salud relacionadas con la renta entre países," Estudios de Economia Aplicada, Estudios de Economia Aplicada, vol. 31, pages 455-476, Septiembr.
    20. Brittany McKinnon & Sam Harper & Spencer Moore, 2011. "Decomposing income-related inequality in cervical screening in 67 countries," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 56(2), pages 139-152, April.

    More about this item

    Keywords

    Adolescent smoking; Self-reported smoking; Cotinine-validated smoking; Parental income; Misreporting; Concentration index;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • C42 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Survey Methods

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:yor:hectdg:11/29. 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: Jane Rawlings (email available below). General contact details of provider: https://edirc.repec.org/data/deyoruk.html .

    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.