IDEAS home Printed from https://ideas.repec.org/a/eee/ehbiol/v7y2009i3p351-365.html
   My bibliography  Save this article

Decomposing body mass index gaps between Mediterranean countries: A counterfactual quantile regression analysis

Author

Listed:
  • Costa-Font, Joan
  • Fabbri, Daniele
  • Gil, Joan

Abstract

Wide cross-country variation in obesity rates has been reported between European Union member states. Although the existing cross-country differences have not been analyzed in depth, they contain important information on health production determinants. In this paper we apply a methodology for conducting standardized cross-country comparisons of body mass index (BMI). We draw on estimations of the marginal density function of BMI for Italy and Spain in 2003, two countries with similar GDP and socio-economic conditions. We produce different counterfactual distribution estimates using covariates (health production inputs) specified in a quantile regression. Our findings suggest that Spain-to-Italy BMI gaps among females are largely explained by cross-country variation in the returns to each covariate, especially for younger women. We find that adverse underlying determinants do not explain the gap observed in particular between younger Spanish females and their Italian counterfactuals; behavioural differences appear to be the key. We tentatively conclude that Spanish policy on obesity should target mainly younger females.

Suggested Citation

  • Costa-Font, Joan & Fabbri, Daniele & Gil, Joan, 2009. "Decomposing body mass index gaps between Mediterranean countries: A counterfactual quantile regression analysis," Economics & Human Biology, Elsevier, vol. 7(3), pages 351-365, December.
  • Handle: RePEc:eee:ehbiol:v:7:y:2009:i:3:p:351-365
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1570-677X(09)00074-4
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Costa-Font, Joan & Gil, Joan, 2005. "Obesity and the incidence of chronic diseases in Spain: A seemingly unrelated probit approach," Economics & Human Biology, Elsevier, vol. 3(2), pages 188-214, July.
    2. Costa-Font, Joan & Gil, Joan, 2008. "What lies behind socio-economic inequalities in obesity in Spain A decomposition approach," Food Policy, Elsevier, vol. 33(1), pages 61-73, February.
    3. Michaud Pierre-Carl & van Soest Arthur H.O. & Andreyeva Tatiana, 2007. "Cross-Country Variation in Obesity Patterns among Older Americans and Europeans," Forum for Health Economics & Policy, De Gruyter, vol. 10(2), pages 1-32, December.
    4. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    5. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    6. Giorgio Brunello & Pierre-Carl Michaud & Anna Sanz-de-Galdeano, 2008. "The Rise in Obesity Across the Atlantic An Economic Perspective," Working Papers WR-586, RAND Corporation.
    7. Chou, Shin-Yi & Grossman, Michael & Saffer, Henry, 2004. "An economic analysis of adult obesity: results from the Behavioral Risk Factor Surveillance System," Journal of Health Economics, Elsevier, vol. 23(3), pages 565-587, May.
    8. Michaud Pierre-Carl & van Soest Arthur H.O. & Andreyeva Tatiana, 2007. "Cross-Country Variation in Obesity Patterns among Older Americans and Europeans," Forum for Health Economics & Policy, De Gruyter, pages 1-32.
    9. David M. Cutler & Adriana Lleras-Muney, 2006. "Education and Health: Evaluating Theories and Evidence," NBER Working Papers 12352, National Bureau of Economic Research, Inc.
    10. José Mata & José A. F. Machado, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465.
    11. Wiji Arulampalam & Alison L. Booth & Mark L. Bryan, 2007. "Is There a Glass Ceiling over Europe? Exploring the Gender Pay Gap across the Wage Distribution," ILR Review, Cornell University, ILR School, vol. 60(2), pages 163-186, January.
    12. Morris, Stephen, 2007. "The impact of obesity on employment," Labour Economics, Elsevier, vol. 14(3), pages 413-433, June.
    13. David M. Cutler & Edward L. Glaeser & Jesse M. Shapiro, 2003. "Why Have Americans Become More Obese?," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 93-118, Summer.
    14. Arendt, Jacob Nielsen, 2005. "Does education cause better health? A panel data analysis using school reforms for identification," Economics of Education Review, Elsevier, vol. 24(2), pages 149-160, April.
    15. Baum II, Charles L. & Ruhm, Christopher J., 2009. "Age, socioeconomic status and obesity growth," Journal of Health Economics, Elsevier, vol. 28(3), pages 635-648, May.
    16. Joan Costa-Font & Joan Gil, 2004. "Social interactions and the contemporaneous determinants of individuals' weight," Applied Economics, Taylor & Francis Journals, vol. 36(20), pages 2253-2263.
    17. James Albrecht & Anders Bjorklund & Susan Vroman, 2003. "Is There a Glass Ceiling in Sweden?," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 145-177, January.
    18. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    19. Kan, Kamhon & Tsai, Wei-Der, 2004. "Obesity and risk knowledge," Journal of Health Economics, Elsevier, vol. 23(5), pages 907-934, September.
    20. Gruber, Jonathan & Frakes, Michael, 2006. "Does falling smoking lead to rising obesity?," Journal of Health Economics, Elsevier, vol. 25(2), pages 183-197, March.
    21. Sanz-de-Galdeano, Anna, 2005. "The Obesity Epidemic in Europe," IZA Discussion Papers 1814, Institute of Labor Economics (IZA).
    22. Brunello, Giorgio & Michaud, Pierre-Carl & Sanz-de-Galdeano, Anna, 2008. "The Rise in Obesity across the Atlantic: An Economic Perspective," IZA Discussion Papers 3529, Institute for the Study of Labor (IZA).
    23. Paul Contoyannis & John Wildman, 2007. "Using relative distributions to investigate the body mass index in England and Canada," Health Economics, John Wiley & Sons, Ltd., vol. 16(9), pages 929-944, September.
    24. Morris, Stephen, 2006. "Body mass index and occupational attainment," Journal of Health Economics, Elsevier, vol. 25(2), pages 347-364, March.
    25. John Komlos & Ariane Breitfelder & Marco Sunder, 2008. "The Transition to Post-industrial BMI Values Among US Children," NBER Working Papers 13898, National Bureau of Economic Research, Inc.
    26. John Cawley, 2004. "The Impact of Obesity on Wages," Journal of Human Resources, University of Wisconsin Press, vol. 39(2).
    27. Ruhm Christopher J, 2007. "Current and Future Prevalence of Obesity and Severe Obesity in the United States," Forum for Health Economics & Policy, De Gruyter, vol. 10(2), pages 1-28, September.
    28. Gil, Joan & Mora, Toni, 2011. "The determinants of misreporting weight and height: The role of social norms," Economics & Human Biology, Elsevier, vol. 9(1), pages 78-91, January.
    29. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    30. Joan Costa Font & Joan Gil Trasfi, 2005. "Obesity and the Incidence of Chronic Diseases: a Seemingly Unrelated Probit Approach," Working Papers in Economics 137, Universitat de Barcelona. Espai de Recerca en Economia.
    31. Angel López-Nicolás & Jaume García & Pedro J. Hernández, 2001. "How wide is the gap? An investigation of gender wage differences using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 149-167.
    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. L. Pieroni & D. Lanari & L. Salmasi, 2013. "Food prices and overweight patterns in Italy," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(1), pages 133-151, February.
    2. Font, Joan Costa & Fabbri, Daniele & Gil, Joan, 2010. "Decomposing cross-country differences in levels of obesity and overweight: Does the social environment matter?," Social Science & Medicine, Elsevier, vol. 70(8), pages 1185-1193, April.
    3. Davillas, Apostolos & Jones, Andrew M, 2020. "Ex ante inequality of opportunity in health, decomposition and distributional analysis of biomarkers," Journal of Health Economics, Elsevier, vol. 69(C).
    4. Antonio Di Paolo & Joan Gil Trasfi & Athina Raftopoulou, 2018. "“What drives regional differences in BMI? Evidence from Spain”," AQR Working Papers 201805, University of Barcelona, Regional Quantitative Analysis Group, revised Apr 2018.
    5. Gerdtham, Ulf-G & Lundborg, Petter & Lyttkens, Carl Hampus & Nystedt, Paul, 2012. "Do Socioeconomic Factors Really Explain Income-Related Inequalities in Health? Applying a Twin Design to Standard Decomposition Analysis," Working Papers 2012:21, Lund University, Department of Economics.
    6. Karaoglan, Deniz & Tansel, Aysit, 2017. "Determinants of Obesity in Turkey: A Quantile Regression Analysis from a Developing Country," MPRA Paper 76250, University Library of Munich, Germany.
    7. Mohammed Khaled Al-Hanawi & Gowokani Chijere Chirwa & Tony Mwenda Kamninga, 2020. "Decomposition of Gender Differences in Body Mass Index in Saudi Arabia using Unconditional Quantile Regression: Analysis of National-Level Survey Data," IJERPH, MDPI, vol. 17(7), pages 1-15, March.
    8. Deniz Karaoglan & Aysit Tansel, 2018. "Determinants of Body Mass Index in Turkey: A Quantile Regression Analysis from a Middle Income Country," Bogazici Journal, Review of Social, Economic and Administrative Studies, Bogazici University, Department of Economics, vol. 32(2), pages 1-17.
    9. Dodd, Mark C., 2014. "Intertemporal discounting as a risk factor for high BMI: Evidence from Australia, 2008," Economics & Human Biology, Elsevier, vol. 12(C), pages 83-97.
    10. Karaoglan, Deniz & Tansel, Aysit, 2017. "Determinants of Obesity in Turkey: A Quantile Regression Analysis from a Developing Country," MPRA Paper 76250, University Library of Munich, Germany.
    11. Daouli, Joan & Davillas, Apostolos & Demoussis, Michael & Giannakopoulos, Nicholas, 2013. "The determinants of body mass in Greece: Evidence from the National Health Survey," MPRA Paper 66392, University Library of Munich, Germany.
    12. Pieroni, Luca & Salmasi, Luca, 2010. "Body weight and socio-economic determinants: quantile estimations from the British Household Panel Survey," ISER Working Paper Series 2010-41, Institute for Social and Economic Research.
    13. 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.
    14. Etile, Fabrice, 2014. "Education policies and health inequalities: Evidence from changes in the distribution of Body Mass Index in France, 1981–2003," Economics & Human Biology, Elsevier, vol. 13(C), pages 46-65.
    15. Donal O’Neill & Olive Sweetman, 2016. "Bounding obesity rates in the presence of self-reporting errors," Empirical Economics, Springer, vol. 50(3), pages 857-871, May.
    16. Elisa Birch, 2015. "The Role of Socioeconomic, Demographic and Behavioural Factors in Explaining the High Rates of Obesity Among Indigenous Australians," Australian Economic Papers, Wiley Blackwell, vol. 54(4), pages 209-228, December.

    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. Daouli, Joan & Davillas, Apostolos & Demoussis, Michael & Giannakopoulos, Nicholas, 2013. "The determinants of body mass in Greece: Evidence from the National Health Survey," MPRA Paper 66392, University Library of Munich, Germany.
    2. Barone, Adriana & O'Higgins, Niall, 2010. "Fat and out in Salerno and its province: Adolescent obesity and early school leaving in Southern Italy," Economics & Human Biology, Elsevier, vol. 8(1), pages 44-57, March.
    3. David G. Blanchflower & Andrew J. Oswald & Bert Van Landeghem, 2009. "Imitative Obesity and Relative Utility," Journal of the European Economic Association, MIT Press, vol. 7(2-3), pages 528-538, 04-05.
    4. Pieroni, L. & Salmasi, L., 2014. "Fast-food consumption and body weight. Evidence from the UK," Food Policy, Elsevier, vol. 46(C), pages 94-105.
    5. Böheim, René & Himpele, Klemens & Mahringer, Helmut & Zulehner, Christine, 2013. "The distribution of the gender wage gap in Austria : evidence from matched employer-employee data and tax records," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(1), pages 19-34.
    6. Pieroni, Luca & Salmasi, Luca, 2010. "Body weight and socio-economic determinants: quantile estimations from the British Household Panel Survey," ISER Working Paper Series 2010-41, Institute for Social and Economic Research.
    7. Carrillo, Paul & Yezer, Anthony, 2009. "Alternative measures of homeownership gaps across segregated neighborhoods," Regional Science and Urban Economics, Elsevier, vol. 39(5), pages 542-552, September.
    8. Costa-Font, Joan & Gil, Joan, 2008. "What lies behind socio-economic inequalities in obesity in Spain A decomposition approach," Food Policy, Elsevier, vol. 33(1), pages 61-73, February.
    9. Böheim, René & Himpele, Klemens & Mahringer, Helmut & Zulehner, Christine, 2013. "The distribution of the gender wage gap in Austria : evidence from matched employer-employee data and tax records," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(1), pages 19-34.
    10. Salmasi, Luca & Celidoni, Martina, 2017. "Investigating the poverty-obesity paradox in Europe," Economics & Human Biology, Elsevier, vol. 26(C), pages 70-85.
    11. Zheng Fang & Chris Sakellariou, 2011. "A Case of Sticky Floors: Gender Wage Differentials in Thailand," Asian Economic Journal, East Asian Economic Association, vol. 25(1), pages 35-54, March.
    12. René Böheim & Klemens Himpele & Helmut Mahringer & Christine Zulehner, 2013. "The distribution of the gender wage gap in Austria: evidence from matched employer-employee data and tax records [Eine Auswertung von Steuer- und Sozialversicherungsdaten zur Untersuchung der Verte," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 46(1), pages 19-34, March.
    13. Juan D. Barón & Deborah A. Cobb‐Clark, 2010. "Occupational Segregation and the Gender Wage Gap in Private‐ and Public‐Sector Employment: A Distributional Analysis," The Economic Record, The Economic Society of Australia, vol. 86(273), pages 227-246, June.
    14. Kaya, Ezgi, 2019. "Gender wage gap across the quantiles:What is the role of firm segregation?," Cardiff Economics Working Papers E2019/7, Cardiff University, Cardiff Business School, Economics Section.
    15. Vincenzo Atella & Joanna Kopinska, 2011. "Body weight of Italians: the weight of Education," CEIS Research Paper 189, Tor Vergata University, CEIS, revised 23 Mar 2011.
    16. Paolo Nicola Barbieri, 2022. "Social distortion in weight perception: a decomposition of the obesity epidemic," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 39(2), pages 685-713, July.
    17. Kaya, Ezgi, 2017. "Quantile regression and the gender wage gap: Is there a glass ceiling in the Turkish labor market?," Cardiff Economics Working Papers E2017/5, Cardiff University, Cardiff Business School, Economics Section.
    18. Boizot-Szantai, Christine & Etile, Fabrice, 2005. "The Food Prices / Body Mass Index Relationship: Theory and Evidence from a Sample of French Adults," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24734, European Association of Agricultural Economists.
    19. Oswald, Andrew J & Powdthavee, Nattavudh, 2007. "Obesity, Unhappiness, and The Challenge of Affluence : Theory and Evidence," The Warwick Economics Research Paper Series (TWERPS) 793, University of Warwick, Department of Economics.
    20. Etilé, F, 2008. "Food Price Policies and the Distribution of Body Mass Index: Theory and Empirical Evidence from France," Health, Econometrics and Data Group (HEDG) Working Papers 08/10, HEDG, c/o Department of Economics, University of York.

    More about this item

    Keywords

    BMI Country weight gap Quantile regression Counterfactual decomposition Mediterranean countries Italy Spain;

    JEL classification:

    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination

    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:eee:ehbiol:v:7:y:2009:i:3:p:351-365. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622964 .

    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.