IDEAS home Printed from https://ideas.repec.org/a/eee/ehbiol/v38y2020ics1570677x20300344.html
   My bibliography  Save this article

Regional inequalities in adiposity in England: distributional analysis of the contribution of individual-level characteristics and the small area obesogenic environment

Author

Listed:
  • Davillas, Apostolos
  • Jones, Andrew M.

Abstract

We use nationally representative English data to examine regional variations in body mass index (BMI) and waist circumference (WC), and to explore their underlying sources. Beyond our “at the mean” analysis, Shapley decomposition combined with unconditional quantile regression analysis allow us to explore the relative contribution of small-area level proxies of the obesogenic environment as opposed to our set of individual-level characteristics, across the whole adiposity distribution. We find that the regional BMI differences, that are more evident towards the right tails of its distribution, are fully accounted for by the neighbourhood obesogenic environment. The latter exerts an independent contribution to excess adiposity over and above the potential mediating role of individual-level lifestyle and socio-economic position (SEP). Overall, the relative contribution of demographics (age and gender) becomes less evident moving to higher quantiles of the BMI distribution, while that of obesogenic environment, individual-level lifestyle and SEP measures becoming more relevant. The neighbourhood obesogenic environment is also much more relevant in the tails of the WC distribution. The role of the obesogenic environment on excess adiposity is more pronounced for women than men. Overall, our results highlight that policies that aim to tackle excess adiposity should address both people and places.

Suggested Citation

  • Davillas, Apostolos & Jones, Andrew M., 2020. "Regional inequalities in adiposity in England: distributional analysis of the contribution of individual-level characteristics and the small area obesogenic environment," Economics & Human Biology, Elsevier, vol. 38(C).
  • Handle: RePEc:eee:ehbiol:v:38:y:2020:i:c:s1570677x20300344
    DOI: 10.1016/j.ehb.2020.100887
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1570677X20300344
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ehb.2020.100887?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
    ---><---

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

    References listed on IDEAS

    as
    1. Cawley, John & Maclean, Johanna Catherine & Hammer, Mette & Wintfeld, Neil, 2015. "Reporting error in weight and its implications for bias in economic models," Economics & Human Biology, Elsevier, vol. 19(C), pages 27-44.
    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. Raftopoulou, Athina, 2017. "Geographic determinants of individual obesity risk in Spain: A multilevel approach," Economics & Human Biology, Elsevier, vol. 24(C), pages 185-193.
    4. Davillas, Apostolos & Pudney, Stephen, 2020. "Biomarkers as precursors of disability," Economics & Human Biology, Elsevier, vol. 36(C).
    5. Rahkovsky, Ilya & Gregory, Christian A., 2013. "Food prices and blood cholesterol," Economics & Human Biology, Elsevier, vol. 11(1), pages 95-107.
    6. Francisco H. G. Ferreira & Jérémie Gignoux, 2014. "The Measurement of Educational Inequality: Achievement and Opportunity," The World Bank Economic Review, World Bank, vol. 28(2), pages 210-246.
    7. 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).
    8. 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.
    9. Lanlin Ding & Andrew M. Jones & Peng Nie, 2022. "Ex ante Inequality of Opportunity in Health among the Elderly in China: A Distributional Decomposition Analysis of Biomarkers," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(4), pages 922-950, December.
    10. Giorgio Brunello & Daniele Fabbri & Margherita Fort, 2013. "The Causal Effect of Education on Body Mass: Evidence from Europe," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 195-223.
    11. Salois, Matthew J., 2012. "Obesity and diabetes, the built environment, and the ‘local’ food economy in the United States, 2007," Economics & Human Biology, Elsevier, vol. 10(1), pages 35-42.
    12. 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.
    13. 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.
    14. Jolliffe, Dean, 2011. "Overweight and poor? On the relationship between income and the body mass index," Economics & Human Biology, Elsevier, vol. 9(4), pages 342-355.
    15. Davillas, A.; Jones, A.M.; Benzeval, M.;, 2017. "The income-health gradient: Evidence from self-reported health and biomarkers using longitudinal data on income," Health, Econometrics and Data Group (HEDG) Working Papers 17/04, HEDG, c/o Department of Economics, University of York.
    16. Kahn, Henry S. & Tatham, Lilith M. & Pamuk, Elsie R. & Heath, Clark W., 1998. "Are geographic regions with high income inequality associated with risk of abdominal weight gain?," Social Science & Medicine, Elsevier, vol. 47(1), pages 1-6, July.
    17. Stafford, Mai & Cummins, Steven & Ellaway, Anne & Sacker, Amanda & Wiggins, Richard D. & Macintyre, Sally, 2007. "Pathways to obesity: Identifying local, modifiable determinants of physical activity and diet," Social Science & Medicine, Elsevier, vol. 65(9), pages 1882-1897, November.
    18. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    19. Vallejo-Torres, Laura & Morris, Stephen, 2010. "The contribution of smoking and obesity to income-related inequalities in health in England," Social Science & Medicine, Elsevier, vol. 71(6), pages 1189-1198, September.
    20. Osnat Israeli, 2007. "A Shapley-based decomposition of the R-Square of a linear regression," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 5(2), pages 199-212, August.
    21. Hunt Allcott & Rebecca Diamond & Jean-Pierre Dubé & Jessie Handbury & Ilya Rahkovsky & Molly Schnell, 2019. "Food Deserts and the Causes of Nutritional Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 1793-1844.
    22. Dunn, Richard A. & Sharkey, Joseph R. & Horel, Scott, 2012. "The effect of fast-food availability on fast-food consumption and obesity among rural residents: An analysis by race/ethnicity," Economics & Human Biology, Elsevier, vol. 10(1), pages 1-13.
    23. Davillas, Apostolos & Benzeval, Michaela, 2016. "Alternative measures to BMI: Exploring income-related inequalities in adiposity in Great Britain," Social Science & Medicine, Elsevier, vol. 166(C), pages 223-232.
    24. Anthony Shorrocks, 2013. "Decomposition procedures for distributional analysis: a unified framework based on the Shapley value," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 11(1), pages 99-126, March.
    25. Stifel, David C. & Averett, Susan L., 2009. "Childhood overweight in the United States: A quantile regression approach," Economics & Human Biology, Elsevier, vol. 7(3), pages 387-397, December.
    26. Shelton, Nicola Jane, 2009. "Regional risk factors for health inequalities in Scotland and England and the "Scottish effect"," Social Science & Medicine, Elsevier, vol. 69(5), pages 761-767, September.
    27. Lhila, Aparna, 2011. "Does access to fast food lead to super-sized pregnant women and whopper babies?," Economics & Human Biology, Elsevier, vol. 9(4), pages 364-380.
    28. Santana, Paula & Santos, Rita & Nogueira, Helena, 2009. "The link between local environment and obesity: A multilevel analysis in the Lisbon Metropolitan Area, Portugal," Social Science & Medicine, Elsevier, vol. 68(4), pages 601-609, February.
    29. Carroll-Scott, Amy & Gilstad-Hayden, Kathryn & Rosenthal, Lisa & Peters, Susan M. & McCaslin, Catherine & Joyce, Rebecca & Ickovics, Jeannette R., 2013. "Disentangling neighborhood contextual associations with child body mass index, diet, and physical activity: The role of built, socioeconomic, and social environments," Social Science & Medicine, Elsevier, vol. 95(C), pages 106-114.
    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. Aránzazu Hernández-Yumar & Maria Wemrell & Ignacio Abásolo-Alessón & Beatriz González López-Valcárcel & Juan Merlo, 2023. "Impact of the Economic Crisis on Body Mass Index in Spain: An Intersectional Multilevel Analysis Using a Socioeconomic and Regional Perspective," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 42(4), pages 1-31, August.
    2. Sun, Hongye & Kim, Giseung, 2021. "The composite impact of ICT industry on lowering carbon intensity: From the perspective of regional heterogeneity," Technology in Society, Elsevier, vol. 66(C).
    3. Nie, P. & Ding, L. & Jones, A.M., 2020. "Inequality of opportunity in bodyweight among middle-aged and older Chinese: a distributional approach," Health, Econometrics and Data Group (HEDG) Working Papers 20/14, HEDG, c/o Department of Economics, University of York.
    4. Dolton, Peter J. & Tafesse, Wiktoria, 2022. "Childhood obesity, is fast food exposure a factor?," Economics & Human Biology, Elsevier, vol. 46(C).

    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. Sinha, Kompal & Davillas, Apostolos & Jones, Andrew M. & Sharma, Anurag, 2021. "Do socioeconomic health gradients persist over time and beyond income? A distributional analysis using UK biomarker data," Economics & Human Biology, Elsevier, vol. 43(C).
    3. Nie, Peng & Ding, Lanlin & Jones, Andrew M., 2020. "Inequality of Opportunity in Bodyweight among Middle-Aged and Older Chinese: A Distributional Approach," IZA Discussion Papers 13421, Institute of Labor Economics (IZA).
    4. Lanlin Ding & Andrew M. Jones & Peng Nie, 2022. "Ex ante Inequality of Opportunity in Health among the Elderly in China: A Distributional Decomposition Analysis of Biomarkers," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(4), pages 922-950, December.
    5. Benzeval, Michaela & Davillas, Apostolos & M. Jones, Andrew, 2017. "The income-health gradient: evidence from self-reported health and biomarkers using longitudinal data on income," ISER Working Paper Series 2017-03, Institute for Social and Economic Research.
    6. Antonio Di Paolo & Joan Gil Trasfi & Athina Raftopoulou, 2018. "“What drives regional differences in BMI? Evidence from Spain”," IREA Working Papers 201808, University of Barcelona, Research Institute of Applied Economics, revised Oct 2018.
    7. Vincenzo Carrieri & Apostolos Davillas & Andrew M. Jones, 2023. "Equality of opportunity and the expansion of higher education in the UK," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 69(4), pages 861-885, December.
    8. 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.
    9. Davillas, Apostolos & de Oliveira, Victor Hugo & Jones, Andrew M., 2023. "Is inconsistent reporting of self-assessed health persistent and systematic? Evidence from the UKHLS," Economics & Human Biology, Elsevier, vol. 49(C).
    10. 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).
    11. Jolliffe, Dean, 2011. "Overweight and poor? On the relationship between income and the body mass index," Economics & Human Biology, Elsevier, vol. 9(4), pages 342-355.
    12. Peng Nie & Qing Li & Alan A. Cohen & Alfonso Sousa-Poza, 2021. "In search of China’s income-health gradient: a biomarker-based analysis," Applied Economics, Taylor & Francis Journals, vol. 53(48), pages 5599-5618, October.
    13. Vincenzo Atella & Joanna Kopinska, 2014. "Body Weight, Eating Patterns, and Physical Activity: The Role of Education," Demography, Springer;Population Association of America (PAA), vol. 51(4), pages 1225-1249, August.
    14. Davillas, Apostolos & Benzeval, Michaela, 2016. "Alternative measures to BMI: Exploring income-related inequalities in adiposity in Great Britain," Social Science & Medicine, Elsevier, vol. 166(C), pages 223-232.
    15. Atkins, Rose & Turner, Alex James & Chandola, Tarani & Sutton, Matt, 2020. "Going beyond the mean in examining relationships of adolescent non-cognitive skills with health-related quality of life and biomarkers in later-life," Economics & Human Biology, Elsevier, vol. 39(C).
    16. Cotti, Chad & Tefft, Nathan, 2013. "Fast food prices, obesity, and the minimum wage," Economics & Human Biology, Elsevier, vol. 11(2), pages 134-147.
    17. Classen, Timothy J., 2010. "Measures of the intergenerational transmission of body mass index between mothers and their children in the United States, 1981-2004," Economics & Human Biology, Elsevier, vol. 8(1), pages 30-43, March.
    18. Parra-Mujica, F. & Robson, M. & Cookson, R., 2021. "Socioeconomic Health Inequalities: Differences Between and Within Individuals," Health, Econometrics and Data Group (HEDG) Working Papers 21/15, HEDG, c/o Department of Economics, University of York.
    19. Cleary, Rebecca & Liu, Yizao & Carlson, Andrea C., 2022. "Differences in the Distribution of Nutrition Between Households Above and Below Poverty," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322267, Agricultural and Applied Economics Association.
    20. Zhao, Zhenxiang & Kaestner, Robert & Xu, Xin, 2014. "Spatial mobility and environmental effects on obesity," Economics & Human Biology, Elsevier, vol. 14(C), pages 128-140.

    More about this item

    Keywords

    Adiposity; Obesogenic environment; Regional inequality; Decomposition analysis;
    All these keywords.

    JEL classification:

    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior

    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:38:y:2020:i:c:s1570677x20300344. 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.