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Proximity effects in obesity rates in the US: A Spatial Markov Chains approach

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  • Agovino, Massimiliano
  • Crociata, Alessandro
  • Sacco, Pier Luigi

Abstract

In this paper, we investigate, by means of a Spatial Markov Chains approach, the existence of proximity effects at State level for US data on obesity rates in the period 1990–2011. We find that proximity effects do play an important role in the spatial diffusion of obesity (the obesity ‘epidemics’), and that the actual health geography of nearby States in terms of high vs. low obesity rates makes an important difference as to the future evolution of the State's own obesity rate over time. This means, in particular, that clusters of States characterized by uniformly high levels of obesity rates, as it happens for instance in the US Southern macro-region, may suffer from a perverse ‘geographical lock-in’ effect that calls for coordinated action across States to implement effective countervailing policies.

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  • Agovino, Massimiliano & Crociata, Alessandro & Sacco, Pier Luigi, 2019. "Proximity effects in obesity rates in the US: A Spatial Markov Chains approach," Social Science & Medicine, Elsevier, vol. 220(C), pages 301-311.
  • Handle: RePEc:eee:socmed:v:220:y:2019:i:c:p:301-311
    DOI: 10.1016/j.socscimed.2018.11.013
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    1. Scharoun-Lee, Melissa & Adair, Linda S. & Kaufman, Jay S. & Gordon-Larsen, Penny, 2009. "Obesity, race/ethnicity and the multiple dimensions of socioeconomic status during the transition to adulthood: A factor analysis approach," Social Science & Medicine, Elsevier, vol. 68(4), pages 708-716, February.
    2. Zhang, Qi & Wang, Youfa, 2004. "Socioeconomic inequality of obesity in the United States: do gender, age, and ethnicity matter?," Social Science & Medicine, Elsevier, vol. 58(6), pages 1171-1180, March.
    3. Ferhan Gezici & Geoffrey J. D. Hewings, 2007. "Spatial Analysis of Regional Inequalities in Turkey," European Planning Studies, Taylor & Francis Journals, vol. 15(3), pages 383-403, April.
    4. Daniela Schettini & Carlos R. Azzoni & Antonio Paez, 2011. "Neighborhood and Efficiency in Manufacturing in Brazilian Regions," International Regional Science Review, , vol. 34(4), pages 397-418, October.
    5. Daniela Schettini & Carlos Roberto Azzoni & Antonio Páez, 2011. "Neighborhood and Efficiency in Manufacturing in Brazilian Regions: a Spatial Markov Chain Analysis," ERSA conference papers ersa10p1052, European Regional Science Association.
    6. Massimiliano Agovino & Alessandro Crociata & Pier Sacco, 2016. "Location matters for pro-environmental behavior: a spatial Markov Chains approach to proximity effects in differentiated waste collection," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 56(1), pages 295-315, January.
    7. 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.
    8. Ruhm, Christopher J., 2012. "Understanding overeating and obesity," Journal of Health Economics, Elsevier, vol. 31(6), pages 781-796.
    9. Dragone, Davide & Savorelli, Luca, 2012. "Thinness and obesity: A model of food consumption, health concerns, and social pressure," Journal of Health Economics, Elsevier, vol. 31(1), pages 243-256.
    10. Lin, Biing-Hwan & Ver Ploeg, Michele & Kasteridis, Panagiotis & Yen, Steven T., 2014. "The roles of food prices and food access in determining food purchases of low-income households," Journal of Policy Modeling, Elsevier, vol. 36(5), pages 938-952.
    11. Zhang, J. & Tong, L. & Lamberson, P.J. & Durazo-Arvizu, R.A. & Luke, A. & Shoham, D.A., 2015. "Leveraging social influence to address overweight and obesity using agent-based models: The role of adolescent social networks," Social Science & Medicine, Elsevier, vol. 125(C), pages 203-213.
    12. Minet Kinge, Jonas & Morris, Stephen, 2010. "Socioeconomic variation in the impact of obesity on health-related quality of life," Social Science & Medicine, Elsevier, vol. 71(10), pages 1864-1871, November.
    13. Cohen-Cole, Ethan & Fletcher, Jason M., 2008. "Is obesity contagious? Social networks vs. environmental factors in the obesity epidemic," Journal of Health Economics, Elsevier, vol. 27(5), pages 1382-1387, September.
    14. Wenze Yue & Yuntang Zhang & Xinyue Ye & Yeqing Cheng & Mark R. Leipnik, 2014. "Dynamics of Multi-Scale Intra-Provincial Regional Inequality in Zhejiang, China," Sustainability, MDPI, vol. 6(9), pages 1-22, August.
    15. Trogdon, Justin G. & Nonnemaker, James & Pais, Joanne, 2008. "Peer effects in adolescent overweight," Journal of Health Economics, Elsevier, vol. 27(5), pages 1388-1399, September.
    16. Halliday, Timothy J. & Kwak, Sally, 2009. "Weight gain in adolescents and their peers," Economics & Human Biology, Elsevier, vol. 7(2), pages 181-190, July.
    17. Daniel Griffith & Jean Paelinck, 2007. "An equation by any other name is still the same: on spatial econometrics and spatial statistics," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 41(1), pages 209-227, March.
    18. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
    19. Cohen, Deborah A. & Finch, Brian K. & Bower, Aimee & Sastry, Narayan, 2006. "Collective efficacy and obesity: The potential influence of social factors on health," Social Science & Medicine, Elsevier, vol. 62(3), pages 769-778, February.
    20. Renna, Francesco & Grafova, Irina B. & Thakur, Nidhi, 2008. "The effect of friends on adolescent body weight," Economics & Human Biology, Elsevier, vol. 6(3), pages 377-387, December.
    21. Arcaya, Mariana C. & Tucker-Seeley, Reginald D. & Kim, Rockli & Schnake-Mahl, Alina & So, Marvin & Subramanian, S.V., 2016. "Research on neighborhood effects on health in the United States: A systematic review of study characteristics," Social Science & Medicine, Elsevier, vol. 168(C), pages 16-29.
    22. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    23. Sergio J. Rey & Mark V. Janikas, 2004. "STARS: Space-Time Analysis of Regional Systems," Urban/Regional 0406001, University Library of Munich, Germany.
    24. 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.
    25. de la Haye, Kayla & Robins, Garry & Mohr, Philip & Wilson, Carlene, 2011. "How physical activity shapes, and is shaped by, adolescent friendships," Social Science & Medicine, Elsevier, vol. 73(5), pages 719-728, September.
    26. Davis, B. & Carpenter, C., 2009. "Proximity of fast-food restaurants to schools and adolescent obesity," American Journal of Public Health, American Public Health Association, vol. 99(3), pages 505-510.
    27. Garrett Dash Nelson & Alasdair Rae, 2016. "An Economic Geography of the United States: From Commutes to Megaregions," PLOS ONE, Public Library of Science, vol. 11(11), pages 1-23, November.
    28. Julie Le Gallo, 2004. "Space-Time Analysis of GDP Disparities among European Regions: A Markov Chains Approach," International Regional Science Review, , vol. 27(2), pages 138-163, April.
    29. Cosma Rohilla Shalizi & Andrew C. Thomas, 2011. "Homophily and Contagion Are Generically Confounded in Observational Social Network Studies," Sociological Methods & Research, , vol. 40(2), pages 211-239, May.
    30. Duncan, Greg J. & Katz, Lawrence F. & Kessler, Ronald & Kling, Jeffrey R. & Gennetian, Lisa & Adam, Emma & Ludwig, Jens & Sanbonmatsu, Lisa & Tessler, Stacy & McDade, Thomas W. & Whitaker, Robert C., 2011. "Neighborhoods, Obesity and Diabetes –-- A Randomized Social Experiment," Scholarly Articles 8642951, Harvard University Department of Economics.
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