IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0099158.html
   My bibliography  Save this article

Geographic Variability in the Association between Socioeconomic Status and BMI in the USA and Canada

Author

Listed:
  • Alexandre Lebel
  • Yan Kestens
  • Christelle Clary
  • Sherri Bisset
  • S V Subramanian

Abstract

Objective: Reported associations between socioeconomic status (SES) and obesity are inconsistent depending on gender and geographic location. Globally, these inconsistent observations may hide a variation in the contextual effect on individuals' risk of obesity for subgroups of the population. This study explored the regional variability in the association between SES and BMI in the USA and in Canada, and describes the geographical variance patterns by SES category. Methods: The 2009–2010 samples of the Behavioral Risk Factor Surveillance System (BRFSS) and the Canadian Community Health Survey (CCHS) were used for this comparison study. Three-level random intercept and differential variance multilevel models were built separately for women and men to assess region-specific BMI by SES category and their variance bounds. Results: Associations between individual SES and BMI differed importantly by gender and countries. At the regional-level, the mean BMI variation was significantly different between SES categories in the USA, but not in Canada. In the USA, whereas the county-specific mean BMI of higher SES individuals remained close to the mean, its variation grown as SES decreased. At the county level, variation of mean BMI around the regional mean was 5 kg/m2 in the high SES group, and reached 8.8 kg/m2 in the low SES group. Conclusions: This study underlines how BMI varies by country, region, gender and SES. Lower socioeconomic groups within some regions show a much higher variation in BMI than in other regions. Above the BMI regional mean, important variation patterns of BMI by SES and place of residence were found in the USA. No such pattern was found in Canada. This study suggests that a change in the mean does not necessarily reflect the change in the variance. Analyzing the variance by SES may be a good way to detect subtle influences of social forces underlying social inequalities.

Suggested Citation

  • Alexandre Lebel & Yan Kestens & Christelle Clary & Sherri Bisset & S V Subramanian, 2014. "Geographic Variability in the Association between Socioeconomic Status and BMI in the USA and Canada," PLOS ONE, Public Library of Science, vol. 9(6), pages 1-11, June.
  • Handle: RePEc:plo:pone00:0099158
    DOI: 10.1371/journal.pone.0099158
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0099158
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0099158&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0099158?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
    ---><---

    References listed on IDEAS

    as
    1. Pampel, Fred C. & Denney, Justin T. & Krueger, Patrick M., 2012. "Obesity, SES, and economic development: A test of the reversal hypothesis," Social Science & Medicine, Elsevier, vol. 74(7), pages 1073-1081.
    2. Matheson, Flora I. & Moineddin, Rahim & Glazier, Richard H., 2008. "The weight of place: A multilevel analysis of gender, neighborhood material deprivation, and body mass index among Canadian adults," Social Science & Medicine, Elsevier, vol. 66(3), pages 675-690, February.
    3. Glass, Thomas A. & McAtee, Matthew J., 2006. "Behavioral science at the crossroads in public health: Extending horizons, envisioning the future," Social Science & Medicine, Elsevier, vol. 62(7), pages 1650-1671, April.
    4. Prus, Steven G., 2011. "Comparing social determinants of self-rated health across the United States and Canada," Social Science & Medicine, Elsevier, vol. 73(1), pages 50-59, July.
    5. Duncan, Craig & Jones, Kelvyn & Moon, Graham, 1998. "Context, composition and heterogeneity: Using multilevel models in health research," Social Science & Medicine, Elsevier, vol. 46(1), pages 97-117, January.
    6. Ljungvall, Åsa & Zimmerman, Frederick J., 2012. "Bigger bodies: Long-term trends and disparities in obesity and body-mass index among U.S. adults, 1960–2008," Social Science & Medicine, Elsevier, vol. 75(1), pages 109-119.
    7. McGrail, K.M. & Van Doorslaer, E. & Ross, N.A. & Sanmartin, C., 2009. "Income-related health inequalities in Canada and the United States: A decomposition analysis," American Journal of Public Health, American Public Health Association, vol. 99(10), pages 1856-1863.
    8. Cummins, Steven & Curtis, Sarah & Diez-Roux, Ana V. & Macintyre, Sally, 2007. "Understanding and representing 'place' in health research: A relational approach," Social Science & Medicine, Elsevier, vol. 65(9), pages 1825-1838, November.
    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. Letarte, Laurence & Samadoulougou, Sekou & McKay, Rachel & Quesnel-Vallée, Amélie & Waygood, E.O.D. & Lebel, Alexandre, 2022. "Neighborhood deprivation and obesity: Sex-specific effects of cross-sectional, cumulative and residential trajectory indicators," Social Science & Medicine, Elsevier, vol. 306(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. Wang, Lu & Hu, Wei, 2013. "Immigrant health, place effect and regional disparities in Canada," Social Science & Medicine, Elsevier, vol. 98(C), pages 8-17.
    2. Mitchell, Richard & Dujardin, Claire & Popham, Frank & Farfan Portet, Maria-Isabel & Thomas, Isabelle & Lorant, Vincent, 2011. "Using matched areas to explore international differences in population health," Social Science & Medicine, Elsevier, vol. 73(8), pages 1113-1122.
    3. Bécares, Laia & Nazroo, James & Albor, Christo & Chandola, Tarani & Stafford, Mai, 2012. "Examining the differential association between self-rated health and area deprivation among white British and ethnic minority people in England," Social Science & Medicine, Elsevier, vol. 74(4), pages 616-624.
    4. Juan Merlo & Philippe Wagner & Nermin Ghith & George Leckie, 2016. "An Original Stepwise Multilevel Logistic Regression Analysis of Discriminatory Accuracy: The Case of Neighbourhoods and Health," PLOS ONE, Public Library of Science, vol. 11(4), pages 1-31, April.
    5. Petrović, Ana & Manley, David & van Ham, Maarten, 2018. "Freedom from the Tyranny of Neighbourhood: Rethinking Socio-Spatial Context Effects," IZA Discussion Papers 11416, Institute of Labor Economics (IZA).
    6. Andrews, Gavin J. & Hall, Edward & Evans, Bethan & Colls, Rachel, 2012. "Moving beyond walkability: On the potential of health geography," Social Science & Medicine, Elsevier, vol. 75(11), pages 1925-1932.
    7. Merlo, Juan & Viciana-Fernández, Francisco J. & Ramiro-Fariñas, Diego, 2012. "Bringing the individual back to small-area variation studies: A multilevel analysis of all-cause mortality in Andalusia, Spain," Social Science & Medicine, Elsevier, vol. 75(8), pages 1477-1487.
    8. Zajacova, Anna & Siddiqi, Arjumand, 2022. "A comparison of health and socioeconomic gradients in health between the United States and Canada," Social Science & Medicine, Elsevier, vol. 306(C).
    9. Etsuji Suzuki & Eiji Yamamoto & Soshi Takao & Ichiro Kawachi & S V Subramanian, 2012. "Clarifying the Use of Aggregated Exposures in Multilevel Models: Self-Included vs. Self-Excluded Measures," PLOS ONE, Public Library of Science, vol. 7(12), pages 1-9, December.
    10. Letarte, Laurence & Samadoulougou, Sekou & McKay, Rachel & Quesnel-Vallée, Amélie & Waygood, E.O.D. & Lebel, Alexandre, 2022. "Neighborhood deprivation and obesity: Sex-specific effects of cross-sectional, cumulative and residential trajectory indicators," Social Science & Medicine, Elsevier, vol. 306(C).
    11. Ana Maria Osorio & Catalina Bolancé & Nyovani Madise, 2012. "Intermediary and structural determinants of early childhood health in Colombia: exploring the role of communities," Working Papers XREAP2012-13, Xarxa de Referència en Economia Aplicada (XREAP), revised Jun 2012.
    12. Diane Coffey & Ashwini Deshpande & Jeffrey Hammer & Dean Spears, 2019. "Local Social Inequality, Economic Inequality, and Disparities in Child Height in India," Demography, Springer;Population Association of America (PAA), vol. 56(4), pages 1427-1452, August.
    13. Veenstra, Gerry & Vanzella-Yang, Adam, 2022. "Interactions between parental and personal socioeconomic resources and self-rated health: Adjudicating between the resource substitution and resource multiplication theories," Social Science & Medicine, Elsevier, vol. 292(C).
    14. Hanibuchi, Tomoya & Murata, Yohei & Ichida, Yukinobu & Hirai, Hiroshi & Kawachi, Ichiro & Kondo, Katsunori, 2012. "Place-specific constructs of social capital and their possible associations to health: A Japanese case study," Social Science & Medicine, Elsevier, vol. 75(1), pages 225-232.
    15. Spielman, Seth E. & Yoo, Eun-hye, 2009. "The spatial dimensions of neighborhood effects," Social Science & Medicine, Elsevier, vol. 68(6), pages 1098-1105, March.
    16. Vásquez-Vera, Hugo & Palència, Laia & Magna, Ingrid & Mena, Carlos & Neira, Jaime & Borrell, Carme, 2017. "The threat of home eviction and its effects on health through the equity lens: A systematic review," Social Science & Medicine, Elsevier, vol. 175(C), pages 199-208.
    17. Plane, Jocelyn & Klodawsky, Fran, 2013. "Neighbourhood amenities and health: Examining the significance of a local park," Social Science & Medicine, Elsevier, vol. 99(C), pages 1-8.
    18. Arnold, Michael & Hsu, Ling & Pipkin, Sharon & McFarland, Willi & Rutherford, George W., 2009. "Race, place and AIDS: The role of socioeconomic context on racial disparities in treatment and survival in San Francisco," Social Science & Medicine, Elsevier, vol. 69(1), pages 121-128, July.
    19. Martin, Molly A. & Lippert, Adam M., 2012. "Feeding her children, but risking her health: The intersection of gender, household food insecurity and obesity," Social Science & Medicine, Elsevier, vol. 74(11), pages 1754-1764.
    20. Bécares, Laia & Cormack, Donna & Harris, Ricci, 2013. "Ethnic density and area deprivation: Neighbourhood effects on Māori health and racial discrimination in Aotearoa/New Zealand," Social Science & Medicine, Elsevier, vol. 88(C), pages 76-82.

    More about this item

    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:plo:pone00:0099158. 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: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    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.