Skip to main content
Top
Published in: International Journal of Public Health 6/2015

01-09-2015 | Original Article

The influence of area-level education on body mass index, waist circumference and obesity according to gender

Authors: Antonio Fernando Boing, S. V. Subramanian

Published in: International Journal of Public Health | Issue 6/2015

Login to get access

Abstract

Objectives

The aim of this study was to analyze the association between area-level education and body mass index (BMI), waist circumference (WC) and obesity controlling for individual demographic and socioeconomic characteristics.

Methods

A cross-sectional population-based study was carried out with 1720 adults aged 20–59 in southern Brazil. We used multilevel modeling techniques to test whether area-level education was associated with BMI, WC and obesity regardless of individual-level characteristics.

Results

We observed a significant between-groups variance for both BMI and WC. Among women, area-level education explained 27.6 and 30.0 % of the between-groups variance of BMI and WC, respectively. In the fully adjusted model, the WC was 4.67 cm higher (p < 0.05) and the BMI was 1.12 kg/m2 higher (p < 0.05) in the women residents of low education neighborhoods compared to the residents of high education areas. In the same group, the chance of central obesity and general obesity was, respectively, 2.05 (IC95 % 1.19–3.52) and 1.85 (IC95 % 1.04–3.29) times higher.

Conclusions

The findings suggest that neighborhood characteristics play an important role in the distribution of obesity and must be addressed by policy makers.
Literature
go back to reference Ackerson LK, Kawachi I, Barbeau EM, Subramanian SV (2008) Geography of underweight and overweight among women in India: a multilevel analysis of 3204 neighborhoods in 26 states. Econ Hum Biol 6(2):264–280PubMedCentralCrossRefPubMed Ackerson LK, Kawachi I, Barbeau EM, Subramanian SV (2008) Geography of underweight and overweight among women in India: a multilevel analysis of 3204 neighborhoods in 26 states. Econ Hum Biol 6(2):264–280PubMedCentralCrossRefPubMed
go back to reference Algars M, Santtila P, Varjonen M, Witting K, Johansson A, Jern P, Sandnabba NK (2009) The adult body: how age, gender, and body mass index are related to body image. J Aging Health 21(8):1112–1132CrossRefPubMed Algars M, Santtila P, Varjonen M, Witting K, Johansson A, Jern P, Sandnabba NK (2009) The adult body: how age, gender, and body mass index are related to body image. J Aging Health 21(8):1112–1132CrossRefPubMed
go back to reference Colchero MA, Bishai D (2008) Effect of neighborhood exposures on changes in weight among women in Cebu, Philippines (1983–2002). Am J Epidemiol 167(5):615–623CrossRefPubMed Colchero MA, Bishai D (2008) Effect of neighborhood exposures on changes in weight among women in Cebu, Philippines (1983–2002). Am J Epidemiol 167(5):615–623CrossRefPubMed
go back to reference Duran AC, Diez Roux AV, Latorre Mdo R, Jaime PC (2013) Neighborhood socioeconomic characteristics and differences in the availability of healthy food stores and restaurants in Sao Paulo, Brazil. Health Place 23:39–47PubMedCentralCrossRefPubMed Duran AC, Diez Roux AV, Latorre Mdo R, Jaime PC (2013) Neighborhood socioeconomic characteristics and differences in the availability of healthy food stores and restaurants in Sao Paulo, Brazil. Health Place 23:39–47PubMedCentralCrossRefPubMed
go back to reference Ellaway A, Anderson A, Macintyre S (1997) Does area of residence affect body size and shape? Int J Obes Relat Metab Disord 21(4):304–308CrossRefPubMed Ellaway A, Anderson A, Macintyre S (1997) Does area of residence affect body size and shape? Int J Obes Relat Metab Disord 21(4):304–308CrossRefPubMed
go back to reference Estabrooks PA, Lee RE, Gyurcsik NC (2003) Resources for physical activity participation: does availability and accessibility differ by neighborhood socioeconomic status? Ann Behav Med 25(2):100–104CrossRefPubMed Estabrooks PA, Lee RE, Gyurcsik NC (2003) Resources for physical activity participation: does availability and accessibility differ by neighborhood socioeconomic status? Ann Behav Med 25(2):100–104CrossRefPubMed
go back to reference Flaherty J, Richman J (1989) Gender differences in the perception and utilization of social support: theoretical perspectives and an empirical test. Soc Sci Med 28(12):1221–1228CrossRefPubMed Flaherty J, Richman J (1989) Gender differences in the perception and utilization of social support: theoretical perspectives and an empirical test. Soc Sci Med 28(12):1221–1228CrossRefPubMed
go back to reference Fleischer NL, Diez Roux AV, Alazraqui M, Spinelli H (2008) Social patterning of chronic disease risk factors in a Latin American city. J Urban Health 85(6):923–937PubMedCentralCrossRefPubMed Fleischer NL, Diez Roux AV, Alazraqui M, Spinelli H (2008) Social patterning of chronic disease risk factors in a Latin American city. J Urban Health 85(6):923–937PubMedCentralCrossRefPubMed
go back to reference Galea S, Ahern J (2005) Distribution of education and population health: an ecological analysis of New York City neighborhoods. Am J Public Health 95(12):2198–2205PubMedCentralCrossRefPubMed Galea S, Ahern J (2005) Distribution of education and population health: an ecological analysis of New York City neighborhoods. Am J Public Health 95(12):2198–2205PubMedCentralCrossRefPubMed
go back to reference Harrington DW, Elliott SJ (2009) Weighing the importance of neighbourhood: a multilevel exploration of the determinants of overweight and obesity. Soc Sci Med 68(4):593–600CrossRefPubMed Harrington DW, Elliott SJ (2009) Weighing the importance of neighbourhood: a multilevel exploration of the determinants of overweight and obesity. Soc Sci Med 68(4):593–600CrossRefPubMed
go back to reference King T, Kavanagh AM, Jolley D, Turrell G, Crawford D (2006) Weight and place: a multilevel cross-sectional survey of area-level social disadvantage and overweight/obesity in Australia. Int J Obes (Lond) 30(2):281–287CrossRef King T, Kavanagh AM, Jolley D, Turrell G, Crawford D (2006) Weight and place: a multilevel cross-sectional survey of area-level social disadvantage and overweight/obesity in Australia. Int J Obes (Lond) 30(2):281–287CrossRef
go back to reference Le C, Chongsuvivatwong V, Geater A (2007) Contextual socioeconomic determinants of cardiovascular risk factors in rural south-west China: a multilevel analysis. BMC Public Health 7:72PubMedCentralCrossRefPubMed Le C, Chongsuvivatwong V, Geater A (2007) Contextual socioeconomic determinants of cardiovascular risk factors in rural south-west China: a multilevel analysis. BMC Public Health 7:72PubMedCentralCrossRefPubMed
go back to reference Leal C, Bean K, Thomas F, Chaix B (2011) Are associations between neighborhood socioeconomic characteristics and body mass index or waist circumference based on model extrapolations? Epidemiology 22(5):694–703CrossRefPubMed Leal C, Bean K, Thomas F, Chaix B (2011) Are associations between neighborhood socioeconomic characteristics and body mass index or waist circumference based on model extrapolations? Epidemiology 22(5):694–703CrossRefPubMed
go back to reference Lohman TG, Roche AF, Martolell R (1988) Anthropometric standardization reference manual. Human Kinetics Books, Illinois Lohman TG, Roche AF, Martolell R (1988) Anthropometric standardization reference manual. Human Kinetics Books, Illinois
go back to reference Ludwig J, Sanbonmatsu L, Gennetian L, Adam E, Duncan GJ, Katz LF et al (2011) Neighborhoods, obesity, and diabetes—a randomized social experiment. N Engl J Med 365(16):1509–1519PubMedCentralCrossRefPubMed Ludwig J, Sanbonmatsu L, Gennetian L, Adam E, Duncan GJ, Katz LF et al (2011) Neighborhoods, obesity, and diabetes—a randomized social experiment. N Engl J Med 365(16):1509–1519PubMedCentralCrossRefPubMed
go back to reference Macintyre S, Ellaway A (2003) Neighborhoods and health: an overview. In: Kawachi I, Berkman LF (eds) Neighborhoods and health. Oxford, New York, pp 20–42 Macintyre S, Ellaway A (2003) Neighborhoods and health: an overview. In: Kawachi I, Berkman LF (eds) Neighborhoods and health. Oxford, New York, pp 20–42
go back to reference Malik VS, Willett WC, Hu FB (2013) Global obesity: trends, risk factors and policy implications. Nat Rev Endocrinol 9(1):13–27CrossRefPubMed Malik VS, Willett WC, Hu FB (2013) Global obesity: trends, risk factors and policy implications. Nat Rev Endocrinol 9(1):13–27CrossRefPubMed
go back to reference Matheson FI, Moineddin R, Dunn JR, Creatore MI, Gozdyra P, Glazier RH (2006) Urban neighborhoods, chronic stress, gender and depression. Soc Sci Med 63(10):2604–2616CrossRefPubMed Matheson FI, Moineddin R, Dunn JR, Creatore MI, Gozdyra P, Glazier RH (2006) Urban neighborhoods, chronic stress, gender and depression. Soc Sci Med 63(10):2604–2616CrossRefPubMed
go back to reference Matheson FI, Moineddin R, Glazier RH (2008) The weight of place: a multilevel analysis of gender, neighborhood material deprivation, and body mass index among Canadian adults. Soc Sci Med 66(3):675–690CrossRefPubMed Matheson FI, Moineddin R, Glazier RH (2008) The weight of place: a multilevel analysis of gender, neighborhood material deprivation, and body mass index among Canadian adults. Soc Sci Med 66(3):675–690CrossRefPubMed
go back to reference Molinari C, Ahern M, Hendryx M (1998) The relationship of community quality to the health of women and men. Soc Sci Med 47(8):1113–1120CrossRefPubMed Molinari C, Ahern M, Hendryx M (1998) The relationship of community quality to the health of women and men. Soc Sci Med 47(8):1113–1120CrossRefPubMed
go back to reference Monteiro CA, Conde WL, Popkin BM (2002) Thends in under- and overnutrition in Brazil. In: Caballero B, Popkin BM (eds) The nutrition transition: diet and disease in the developing world. Elsevier, London, pp 223–240CrossRef Monteiro CA, Conde WL, Popkin BM (2002) Thends in under- and overnutrition in Brazil. In: Caballero B, Popkin BM (eds) The nutrition transition: diet and disease in the developing world. Elsevier, London, pp 223–240CrossRef
go back to reference Moretti E (2004) Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data. J Econom 121:175–212CrossRef Moretti E (2004) Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data. J Econom 121:175–212CrossRef
go back to reference Mowafi M, Khadr Z, Subramanian SV, Bennett G, Hill A, Kawachi I (2011) Are neighborhood education levels associated with BMI among adults in Cairo, Egypt. Soc Sci Med 72(8):1274–1283CrossRefPubMed Mowafi M, Khadr Z, Subramanian SV, Bennett G, Hill A, Kawachi I (2011) Are neighborhood education levels associated with BMI among adults in Cairo, Egypt. Soc Sci Med 72(8):1274–1283CrossRefPubMed
go back to reference Neuman M, Finlay JE, Davey Smith G, Subramanian SV (2011) The poor stay thinner: stable socioeconomic gradients in BMI among women in lower- and middle-income countries. Am J Clin Nutr 94(5):1348–1357PubMedCentralCrossRefPubMed Neuman M, Finlay JE, Davey Smith G, Subramanian SV (2011) The poor stay thinner: stable socioeconomic gradients in BMI among women in lower- and middle-income countries. Am J Clin Nutr 94(5):1348–1357PubMedCentralCrossRefPubMed
go back to reference Ouédraogo HZ, Fournet F, Martin-Prével Y, Gary J, Henry MC, Salem G (2008) Socio-spatial disparities of obesity among adults in the urban setting of Ouagadougou, Burkina Faso. Public Health Nutr 11(12):1280–1287CrossRefPubMed Ouédraogo HZ, Fournet F, Martin-Prével Y, Gary J, Henry MC, Salem G (2008) Socio-spatial disparities of obesity among adults in the urban setting of Ouagadougou, Burkina Faso. Public Health Nutr 11(12):1280–1287CrossRefPubMed
go back to reference Pearce J, Witten K (2010) Geographies of obesity: environmental understandings of the obesity epidemics. Ashgate, Farnham Pearce J, Witten K (2010) Geographies of obesity: environmental understandings of the obesity epidemics. Ashgate, Farnham
go back to reference Robert SA, Reither EN (2004) A multilevel analysis of race, community disadvantage, and body mass index among adults in the US. Soc Sci Med 59(12):2421–2434CrossRefPubMed Robert SA, Reither EN (2004) A multilevel analysis of race, community disadvantage, and body mass index among adults in the US. Soc Sci Med 59(12):2421–2434CrossRefPubMed
go back to reference Ross NA, Tremblay S, Khan S, Crouse D, Tremblay M, Berthelot JM (2007) Body mass index in urban Canada: neighborhood and metropolitan area effects. Am J Public Health 97(3):500–508PubMedCentralCrossRefPubMed Ross NA, Tremblay S, Khan S, Crouse D, Tremblay M, Berthelot JM (2007) Body mass index in urban Canada: neighborhood and metropolitan area effects. Am J Public Health 97(3):500–508PubMedCentralCrossRefPubMed
go back to reference Shye D, Mullooly JP, Freeborn DK, Pope CR (1995) Gender differences in the relationship between social network support and mortality: a longitudinal study of an elderly cohort. Soc Sci Med 41(7):935–947CrossRefPubMed Shye D, Mullooly JP, Freeborn DK, Pope CR (1995) Gender differences in the relationship between social network support and mortality: a longitudinal study of an elderly cohort. Soc Sci Med 41(7):935–947CrossRefPubMed
go back to reference Sobal J, Stunkard AJ (1989) Socioeconomic status and obesity: a review of the literature. Psychol Bull 105(2):260–275CrossRefPubMed Sobal J, Stunkard AJ (1989) Socioeconomic status and obesity: a review of the literature. Psychol Bull 105(2):260–275CrossRefPubMed
go back to reference Stafford M, Cummins S, Macintyre S, Ellaway A, Marmot M (2005) Gender differences in the associations between health and neighbourhood environment. Soc Sci Med 60(8):1681–1692CrossRefPubMed Stafford M, Cummins S, Macintyre S, Ellaway A, Marmot M (2005) Gender differences in the associations between health and neighbourhood environment. Soc Sci Med 60(8):1681–1692CrossRefPubMed
go back to reference Subramanian SV, Perkins JM, Özaltin E, Davey Smith G (2011) Weight of nations: a socioeconomic analysis of women in low- to middle-income countries. Am J Clin Nutr 93(2):413–421PubMedCentralCrossRefPubMed Subramanian SV, Perkins JM, Özaltin E, Davey Smith G (2011) Weight of nations: a socioeconomic analysis of women in low- to middle-income countries. Am J Clin Nutr 93(2):413–421PubMedCentralCrossRefPubMed
go back to reference Tiggemann M, Rothblum ED (1988) Gender differences in social consequences of perceived overweight in the United States and Australia. Sex Roles 18(1–2):75–86CrossRef Tiggemann M, Rothblum ED (1988) Gender differences in social consequences of perceived overweight in the United States and Australia. Sex Roles 18(1–2):75–86CrossRef
go back to reference van Lenthe FJ, Mackenbach JP (2002) Neighbourhood deprivation and overweight: the GLOBE study. Int J Obes Relat Metab Disord 26(2):234–240CrossRefPubMed van Lenthe FJ, Mackenbach JP (2002) Neighbourhood deprivation and overweight: the GLOBE study. Int J Obes Relat Metab Disord 26(2):234–240CrossRefPubMed
go back to reference World Health Organization (2002) The World Health Report 2002: reducing risks, promoting healthy life. WHO, Geneva World Health Organization (2002) The World Health Report 2002: reducing risks, promoting healthy life. WHO, Geneva
go back to reference World Health Organization (2011) Global status report on noncommunicable diseases 2010. WHO, Geneva World Health Organization (2011) Global status report on noncommunicable diseases 2010. WHO, Geneva
Metadata
Title
The influence of area-level education on body mass index, waist circumference and obesity according to gender
Authors
Antonio Fernando Boing
S. V. Subramanian
Publication date
01-09-2015
Publisher
Springer Basel
Published in
International Journal of Public Health / Issue 6/2015
Print ISSN: 1661-8556
Electronic ISSN: 1661-8564
DOI
https://doi.org/10.1007/s00038-015-0721-8

Other articles of this Issue 6/2015

International Journal of Public Health 6/2015 Go to the issue