Journal of Public Health Policy

, Volume 34, Issue 3, pp 424–438 | Cite as

Overweight and obesity: Can we reconcile evidence about supermarkets and fast food retailers for public health policy?

  • Deborah Viola
  • Peter S Arno
  • Andrew R Maroko
  • Clyde B Schechter
  • Nancy Sohler
  • Andrew Rundle
  • Kathryn M Neckerman
  • Juliana Maantay
Original Article

Abstract

The aim of this study is to determine whether access to fast food outlets and supermarkets is associated with overweight and obesity in New York City neighborhoods. We use a Bayesian ecologic approach for spatial prediction. Consistent with prior research, we find no association between fast food density and overweight or obesity. Consistent with prior research, we find that supermarket access has a salutary impact on overweight and obesity. Given the lack of empirical evidence linking fast food retailers with adverse health outcomes, policymakers should be encouraged to adopt policies that incentivize the establishment of supermarkets and the modification of existing food store markets and retailers to offer healthier choices. Reaching within neighborhoods and modifying the physical environment and public health prevention and intervention efforts based on the characteristics of those neighborhoods may play a key role in creating healthier communities.

Keywords

overweight physical environment fast food supermarkets parks regulation health policy 

Notes

Acknowledgements

Support for this article was provided, in part, by grant P60-MD0005-03 from the National Institute on Minority Health and Health Disparities (Arno, Viola, Maroko, Schechter, Sohler, and Mantaay) and from the National Institute of Diabetes and Digestive and Kidney Diseases, 5R01DK079885-02 (Rundle and Neckerman). Special thanks to Bonnie Kerker and Kevin Konty from the New York City Department of Health and Mental Hygiene for their insightful comments and facilitating access to New York City Community Health Survey data.

References

  1. World Health Organization [WHO]. (2007) The challenge of obesity in the WHO European Region and the strategies for response: Summary/edited by Francesco Branca, Haik Nikogosian, and Tim Lobstein, http://www.euro.who.int/__data/assets/pdf_file/0010/74746/E90711.pdf, accessed 5 April 2012.
  2. King, D.A., Mainous, A.G., Carnemolla, M. and Everett, C.J. (2009) Adherence to healthy lifestyle habits in US adults, 1988–2006. The American Journal of Medicine 122 (6): 528–534.CrossRefGoogle Scholar
  3. Cossrow, N. and Falkner, B. (2004) Race/ethnic issues in obesity and obesity-related comorbidities. Journal of Clinical Endocrinology and Metabolism 89 (6): 2590–2594.CrossRefGoogle Scholar
  4. Dowler, E. (2001) Inequalities in diet and physical activity in Europe. Public Health Nutrition 4 (2B): 701–709.CrossRefGoogle Scholar
  5. Pickett, K.E., Kelly, S., Brunner, E., Lobstein, T. and Wilkinson, R.G. (2005) Wider income gaps, wider waistbands? An ecological study of obesity and income inequality. Journal of Epidemiology and Community Health 59 (8): 670–674.CrossRefGoogle Scholar
  6. Kavanagh, A., Goller, J.L., King, T., Jolley, D., Crawford, D. and Turrell, G. (2005) Urban area disadvantage and physical activity: A multilevel study in Melbourne, Australia. Journal of Epidemiology and Community Health 59 (11): 934–940.CrossRefGoogle Scholar
  7. Smoyer-Tomic, K.E. et al (2008) The association between neighborhood socioeconomic status and exposure to supermarkets and fast food outlets. Health & Place 14 (4): 740–754.CrossRefGoogle Scholar
  8. Gordon, C., Purciel-Hill, M., Ghai, N.R., Kaufman, L., Graham, R. and Van Wye, G. (2011) Measuring food deserts in New York City’s low-income neighborhoods. Health & Place 17 (2): 696–700.CrossRefGoogle Scholar
  9. Braunstein, S. and Lavizzo-Mourey, R. (2011) How the health and community development sectors are combining forces to improve health and well-being. Health Affairs 30 (11): 2042–2051.CrossRefGoogle Scholar
  10. Zywicki, T.J., Holt, D. and Ohlhausen, M.K. (2004) Obesity and advertising policy. George Mason Law Review 12 (4): 979–1011, George Mason Law & Economics Research Paper no. 04–45.Google Scholar
  11. World Health Organization (WHO). (2003) Diet, Nutrition and the Prevention of Chronic Diseases. Report of the joint WHO/FAO expert consultation. Geneva. WHO Technical Report Series no. 916, http://www.who.int/dietphysicalactivity/publications/trs916/download/en/index.html, accessed 5 April 2012.
  12. Clark, S.E., Hawkes, C., Murphy, S.M., Hansen-Kuhn, K.A. and Wallinga, D. (2012) Exporting obesity: US farm and trade policy and the transformation of the Mexican consumer food environment. International Journal Occupation Environmental Health 18 (1): 53–65.CrossRefGoogle Scholar
  13. Ganz, K., Bader, M.D.M. and Iyer, S. (2012) Retail grocery store marketing strategies and obesity an integrative review. American Journal Preventive Medicine 42 (5): 503–512.CrossRefGoogle Scholar
  14. Pickett, K.E. and Pearl, M. (2001) Multilevel analyses of neighbourhood socioeconomic context and health outcomes: A critical review. Journal of Epidemiology and Community Health 55 (2): 111–122.CrossRefGoogle Scholar
  15. Papas, M.A., Alberg, A.J., Ewing, R., Helzlsouer, K.J., Gary, T.L. and Klassen, A.C. (2007) The built environment and obesity. Epidemiologic Reviews 29 (1): 129–143.CrossRefGoogle Scholar
  16. Treuhaft, S. and Karpyn, A. (2010) The grocery gap: Who has access to healthy foods and why it matters. PolicyLink and Food Trust, http://www.policylink.org/atf/cf/%7B97C6D565-BB43-406D-A6D5-ECA3BBF35AF0%7D/FINALGroceryGap.pdf, accessed 31 January 2013.
  17. Kaczynski, A.T. and Henderson, K.A. (2007) Environmental correlates of physical activity: A review of evidence about parks and recreation amenities. Leisure Sciences 29 (4): 315–354.CrossRefGoogle Scholar
  18. Kaczynski, A.T., Potwarka, L.R. and Saelens, B.E. (2008) Association of park size, distance, and features with physical activity in neighborhood parks. American Journal of Public Health 98 (8): 1451–1456.CrossRefGoogle Scholar
  19. Lovasi, G.S., Malo, M.A., Guerra, M. and Neckerman, K.M. (2009) Built environments and obesity in disadvantaged populations. Epidemiologic Reviews 31 (1): 7–20.CrossRefGoogle Scholar
  20. Larson, N.I., Story, M.T. and Nelson, M.C. (2009) Neighborhood environments: Disparities in access to healthy foods in the U.S. American Journal of Preventive Medicine 36 (1): 74–81.CrossRefGoogle Scholar
  21. Block, J.P., Christakis, N.A., O’Malley, A.J. and Subramanian, S.V. (2011) Proximity to food establishments and body mass index in the Framingham heart study offspring cohort over 30 years. American Journal of Epidemiology 174 (10): 1108–1114.CrossRefGoogle Scholar
  22. Lopez, R.P. (2007) Neighborhood risk factors for obesity. Obesity 15 (8): 2111–2119.CrossRefGoogle Scholar
  23. Rundle, A. et al (2009) Neighborhood food environment and walkability predict obesity in New York City. Environmental Health Perspectives 117 (3): 442–447.CrossRefGoogle Scholar
  24. Black, J.L., Macinko, J., Dixon, L.B. and Fryer, G.E. (2010) Neighborhoods and obesity in New York City. Health and Place 16 (3): 489–499.CrossRefGoogle Scholar
  25. Bodor, J.N., Rice, J.C., Farley, T.A., Swaim, C.M. and Rose, D. (2010) The association between obesity and urban food environments. Journal of Urban Health: Bulletin of the New York Academy of Medicine 87 (5): 771–781.CrossRefGoogle Scholar
  26. Zenk, S.N., Schlz, A.J. and Odoms-Young, A.M. (2009) How neighborhood environments contribute to obesity. American Journal of Nursing 109 (7): 61–64.CrossRefGoogle Scholar
  27. Michimi, A. and Wimberly, M.C. (2010) Associations of supermarket accessibility with obesity and fruit and vegetable consumption in the conterminous United States. International Journal of Health Geographics 9 (49): 1–14.Google Scholar
  28. Morland, K., Diez Roux, A. and Wing, S. (2006) Supermarkets, other food stores, and obesity: The atherosclerosis risk in communities study. American Journal of Preventive Medicine 30 (4): 333–339.CrossRefGoogle Scholar
  29. Morland, K.B. and Evenson, K.R. (2009) Obesity prevalence and the local food environment. Health & Place 15 (2): 491–495.CrossRefGoogle Scholar
  30. Inagami, S., Cohen, D.A., Finch, B.K. and Asch, S.M. (2006) You are where you shop, grocery store locations, weight, and neighborhoods. American Journal of Preventive Medicine 31 (1): 1017.CrossRefGoogle Scholar
  31. Mehta, N.K. and Chang, V.W. (2008) Weight status and restaurant availability: A multilevel analysis. American Journal of Preventive Medicine 34 (2): 127–133.CrossRefGoogle Scholar
  32. Community Health Survey, New York City Department of Health (CHS). (n.d.) Epiquery, http://www.nyc.gov/html/doh/html/data/survey.shtml, accessed 5 April 2012.
  33. Freeman, L. et al (2012) Neighborhood walkability and active travel (walking and cycling) in New York City. Journal of Urban Health, Epub ahead of print 01 September 2012 PMID: 22941058.Google Scholar
  34. Marks, J.S. (2009) Why your zip code may be more important to your health than your genetic code. Huffington Post 23 April.Google Scholar
  35. Gorber, S.C., Tremblay, M., Moher, D. and Gorber, B.A. (2007) A comparison of direct vs. self-report measures for assessing height, weight and body mass index: A systematic review. Obesity Reviews 8 (4): 307–326.CrossRefGoogle Scholar
  36. McAdams, M.A., Van Dam, R.M. and Hu, F.B. (2007) Comparison of self-reported and measured BMI as correlates of disease markers in US adults. Obesity 15 (1): 188–196.CrossRefGoogle Scholar
  37. Maantay, J.A. and Maroko, A.R. (2009) Mapping urban risk: Flood hazards, race, & environmental justice in New York. Applied Geography 29 (1): 111–124.CrossRefGoogle Scholar
  38. Maantay, J.A., Maroko, A.R. and Herrmann, C. (2007) Mapping population distribution in the urban environment: The cadastral-based expert dasymetric system (CEDS). Cartography and Geographic Information Science 34 (2): 77–102.CrossRefGoogle Scholar
  39. Herrmann, C. and Maroko, A.R. (2006) Crime pattern analysis: Exploring Bronx auto thefts using GIS. In: J.A. Maantay and J. Ziegler (eds.) GIS for the Urban Environment. Redlands, CA: Environmental Systems Research Institute (ESRI), pp. 407–413.Google Scholar
  40. Centers for Disease Control and Prevention (CDC). (2009) Estimated county-level prevalence of diabetes and obesity: United States, 2007. Morbidity and Mortality Weekly Report 58 (45): 1259–1263.Google Scholar
  41. Dow, W.H., Schoeni, R.F., Adler, N.E. and Stewart, J. (2010) Evaluating the evidence base: Policies and interventions to address socioeconomic status gradients in health. Annals of the New York Academy of Sciences 1186: 240–251.CrossRefGoogle Scholar
  42. O’Hagan, A. and Luce, B.R. (2003) A primer on Bayesian statistics in health economics and outcomes research. Medtap International, http://www.shef.ac.uk/polopoly_fs/1.80635!/file/primer.pdf, accessed 31 January 2013.
  43. Wong, M.C.M., Lam, L.F. and Lo, E.C.M. (2005) Bayesian analysis of clustered interval-censored data. Journal Dental Research 84 (9): 817–821.CrossRefGoogle Scholar
  44. MacNab, Y.C. (2003) Hierarchical Bayesian spatial modeling of small-area rates of non-rare disease. Statistics in Medicine 22: 1761–1773.CrossRefGoogle Scholar
  45. Ruopeng, A., Roland, S. and Sturm, R. (2012) School and residential neighborhood food environment and diet among California youth. American Journal of Preventive Medicine 42 (2): 129–135.CrossRefGoogle Scholar
  46. Moore, L. and Roux, A. (2006) Associations of neighborhood characteristics with the location and type of food stores. American Journal of Public Health 96 (2): 325–331.CrossRefGoogle Scholar
  47. Porter, M. (1995) The competitive advantage of the inner city. Harvard Business Review 73 (3): 55–71.Google Scholar
  48. Ottensmann, J.R. (1998) Market-based exchanges of rights within a system of performance zoning. Planning & Markets 1 (1), http://www-pam.usc.edu/volume1/v1i1a4s1.html.
  49. Mair, J.S., Pierce, M.W. and Teret, S.P. (2005) The Use of Zoning to Restrict Fast Food Outlets: A Potential Strategy to Combat Obesity. The Center for Law and the Public’s Health, Johns Hopkins & Georgetown Universities.Google Scholar
  50. New York City Labor Market Information Service. (2009) Employment in New York City restaurants, http://www.nyc.gov/html/doh/html/data/survey.shtml, accessed 31 January 2013.
  51. New York City Department of Health and Mental Hygiene. (2010) New York City Healthy Bodegas Initiative, http://www.nyc.gov/html/doh/downloads/pdf/cdp/healthy-bodegas-rpt2010.pdf; Farmers’ Markets and Health Bucks, http://www.nyc.gov/html/doh/html/living/cdp-farmersmarkets.shtml; NYC Green Carts, http://www.nyc.gov/html/doh/html/diseases/green-carts.shtml, accessed 2 May 2013.
  52. Nonas, C. (2009) Unpublished. New York City: Healthy food access. Presented at the Institute of Medicine-National Research Council Workshop on the Public Health Effects of Food Deserts, Washington, DC, 26−27 January.Google Scholar
  53. Davis, N.J., Emerenini, A. and Wylie-Rosett, J. (2006) Obesity management: Physician practice patterns and patient preference. The Diabetes Educator 32 (4): 557–561.CrossRefGoogle Scholar
  54. Jay, M. et al (2009) Physicians’ attitudes about obesity and their associations with competency and specialty: A cross-sectional study. BMC Health Services Research 9 (106).Google Scholar
  55. Halpin, H.A., Morales-Suarez-Varela, M.M. and Martin-Moreno, J.M. (2010) Chronic disease prevention and the new public health. Public Health Reviews 32 (1): 120–154.Google Scholar
  56. Hodge, J.G., Garcia, A.M. and Shah, S. (2008) Legal themes concerning obesity regulation in the United States: Theory and practice. Australia and New Zealand Health Policy 5 (14).Google Scholar

Copyright information

© Palgrave Macmillan, a division of Macmillan Publishers Ltd 2013

Authors and Affiliations

  • Deborah Viola
    • 1
  • Peter S Arno
    • 1
  • Andrew R Maroko
    • 2
  • Clyde B Schechter
    • 3
  • Nancy Sohler
    • 4
  • Andrew Rundle
    • 5
  • Kathryn M Neckerman
    • 6
  • Juliana Maantay
    • 7
  1. 1.Department of Health Policy & ManagementSchool of Health Sciences and Practice, New York Medical CollegeValhallaUSA
  2. 2.Department of Health SciencesLehman College, City University of New YorkBronxUSA
  3. 3.Department of Family & Social MedicineAlbert Einstein College of MedicineBronxUSA
  4. 4.Sophie Davis School of Biomedical Education, City College of New YorkNew YorkUSA
  5. 5.Mailman School of Public Health, Columbia UniversityNew YorkUSA
  6. 6.Population Research Center, Columbia UniversityNew YorkUSA
  7. 7.and Geospatial Sciences DepartmentEarth, Environmental, Lehman College, City University of New YorkBronxUSA

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