Cited by 140Obesity, Physical Activity, DietHealth disparities and outcomesUrban, Neighborhood, and Segregation Studies

Neighbourhood economic deprivation explains racial/ethnic disparities in overweight and obesity among children and adolescents in the USA

Open access
Rossen, Lauren M·2014·Journal of Epidemiology and Community Health

Abstract

Background: Low-income and some racial and ethnic subpopulations are more likely to suffer from obesity. Inequities in the physical and social environment may contribute to disparities in paediatric obesity, but there is little empirical evidence to date. This study explored whether neighbourhood-level socioeconomic factors attenuate racial and ethnic disparities in obesity among youth in the USA and whether individual-level socioeconomic status (SES) interacts with neighbourhood deprivation. Methods: This analysis used data from 17 100 youth ages 2–18 years participating in the 2001–2010 National Health and Nutrition Examination Survey linked to census tract-level socioeconomic characteristics. Multilevel logistic regression models were used to examine neighbourhood deprivation in association with odds of obesity (age-specific and sex-specific body mass index percentile ≥95). Results: The unadjusted prevalence of obesity was 15% among non-Hispanic white children and 21% among non-Hispanic black and Mexican-American children. Adjustment for individual-level SES neighbourhood deprivation and the interaction between these two factors resulted in a 74% attenuation of the disparity in obesity between non-Hispanic black and non-Hispanic white children and a 49% attenuation of the disparity between Mexican-American and non-Hispanic white children. There was a significant interaction between individual-level SES and neighbourhood deprivation where higher individual-level income was protective for children living in low-deprivation neighbourhoods, but not for children who lived in high-deprivation areas. Conversely, area deprivation was associated with higher odds of obesity, but only among children who were above the poverty threshold. Conclusions: Future research on disparities in obesity and other health outcomes should examine broader contextual factors and social determinants of inequities.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1136/jech-2012-202245

Cites

4 of 4 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Neighborhoods higher in disadvantage are more likely to provide adolescents with ready access to energy-dense nutrient-poor snack foods and fast foods.

    “Neighborhoods higher in disadvantage are more likely to provide adolescents with ready access to energy-dense nutrient-poor snack foods and fast foods [27].”

    From Intersections of Structural State-Level Racism and Neighborhood Deprivation on Nutrition and Obesity for Black Adolescents (2025) · cites this paper as [27]

    The Introduction and Discussion say that low-income and minority communities often have many convenience stores and fast-food outlets, supporting the claim about fast-food availability. They do not specifically establish adolescents’ ready access to energy-dense, nutrient-poor snack foods; the Discussion also notes that some children may face financial barriers to purchasing convenience or fast food. Page numbers were not available in our copy. (LLM, conf=0.82)

    Experimental — accuracy not yet measured
  • Neighborhood deprivation is considered an important social determinant of pediatric obesity.

    “In this way, neighborhood deprivation is considered an important social determinant of pediatric obesity [27,28].”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 50

  1. [1]Ogden CL Carroll MD Kit BK Prevalence of obesity and trends in body mass index among US children and adolescents, 1999–2010 JAMA 2012 307 483 90 22253364 PMC6362452
  2. [2]Daniels SR Arnett DK Eckel RH Overweight in children and adolescents: pathophysiology, consequences, prevention, and treatment Circulation 2005 111 1999 2012 15837955
  3. [4]Beydoun MA Wang Y Socio-demographic disparities in distribution shifts over time in various adiposity measures among American children and adolescents: What changes in prevalence rates could not reveal Int J Pediatr Obes 2010 6 21 35 20722473 PMC3005993
  4. [5]Scharoun-Lee M Kaufman JS Popkin BM Obesity, race/ethnicity and life course socioeconomic status across the transition from adolescence to adulthood J Epidemiol Community Health 2009 63 133 9 18977809 PMC2627789
  5. [6]Singh GK Siahpush M Kogan MD Rising social inequalities in US childhood obesity, 2003–2007 Ann Epidemiol 2010 20 40 52 20006275
  6. [7]Anderson SE Whitaker RC Prevalence of obesity among US preschool children in different racial and ethnic groups Arch Pediatr Adolesc Med 2009 163 344 8 19349563
  7. [8]Do DP Finch BK Basurto-Davila R Does place explain racial health disparities? Quantifying the contribution of residential context to the Black/white health gap in the United States Soc Sci Med 2008 67 1258 68 18649984 PMC2614884
  8. [9]Wang Y Disparities in pediatric obesity in the United States Adv Nutr 2011 2 23 31 22211187 PMC3042789
  9. [10]White K Borrell LN Racial/ethnic residential segregation: framing the context of health risk and health disparities Health Place 2011 17 438 48 21236721 PMC3056936
  10. [11]Yancey AK Kumanyika SK Bridging the gap: understanding the structure of social inequities in childhood obesity Am J Prev Med 2007 33 S172 4 17884564
  11. [12]LaVeist TA Disentangling race and socioeconomic status: a key to understanding health inequalities J Urban Health 2005 82 26 34 PMC3455905 15933328
  12. [14]Laveist TA Thorpe RJ Jr Mance GA Overcoming confounding of race with socio-economic status and segregation to explore race disparities in smoking Addiction 2007 102 Suppl 2 65 70 17850615
  13. [15]Osypuk TL Galea S McArdle N Quantifying separate and unequal: racial-ethnic distributions of neighborhood poverty in metropolitan America Urban Aff Rev 2009 45 25 65 PMC2768411 20160903
  14. [16]Acevedo-Garcia D Osypuk TL McArdle N Toward a policy-relevant analysis of geographic and racial/ethnic disparities in child health Health Aff (Millwood) 2008 27 321 33 18332486
  15. [18]Gordon-Larsen P Nelson MC Page P Inequality in the built environment underlies key health disparities in physical activity and obesity Pediatrics 2006 117 417 24 16452361
  16. [20]Lovasi GS Hutson MA Guerra M Built environments and obesity in disadvantaged populations Epidemiol Rev 2009 31 7 20 19589839
  17. [21]Papas MA Alberg AJ Ewing R The built environment and obesity Epidemiol Rev 2007 29 129 43 17533172
  18. [22]Sallis JF Glanz K The role of built environments in physical activity, eating, and obesity in childhood Future Child 2006 16 89 108 16532660
  19. [23]Slater SJ Ewing R Powell LM The association between community physical activity settings and youth physical activity, obesity, and body mass index J Adolescent Health 2010 47 496 503 PMC2963857 20970085
  20. [24]Gaskin DJ Dinwiddie GY Chan KS Residential segregation and disparities in health care services utilization Med Care Res Rev 2011 69 158 75 21976416 PMC3387667
  21. [25]Gaskin DJ Price A Brandon DT Segregation and disparities in health services use Med Care Res Rev 2009 66 578 89 19460811 PMC3099538
  22. [26]Thorpe RJ Jr Brandon DT LaVeist TA Social context as an explanation for race disparities in hypertension: findings from the Exploring Health Disparities in Integrated Communities (EHDIC) Study Soc Sci Med 2008 67 1604 11 18701200 PMC3521570
  23. [27]LaVeist TA Thorpe RJ Jr Galarraga JE Environmental and socio-economic factors as contributors to racial disparities in diabetes prevalence J Gen Intern Med 2009 24 1144 8 19685264 PMC2762509
  24. [28]Bleich SN Thorpe RJ Jr Sharif-Harris H Social context explains race disparities in obesity among women J Epidemiol Community Health 2010 64 465 9 20445215 PMC3099623
  25. [29]Do DP Dubowitz T Bird CE Neighborhood context and ethnicity differences in body mass index: a multilevel analysis using the NHANES III survey (1988–1994) Econ Hum Biol 2007 5 179 203 17507298 PMC2587036
  26. [30]Robert SA Reither EN A multilevel analysis of race, community disadvantage, and body mass index among adults in the US Soc Sci Med 2004 59 2421 34 15474198
  27. [31]Ruel E Reither EN Robert SA Neighborhood effects on BMI trends: examining BMI trajectories for Black and White women Health Place 2010 16 191 8 19879795 PMC5619238
  28. [32]Grow HM Cook AJ Arterburn DE Child obesity associated with social disadvantage of children’s neighborhoods Soc Sci Med 2010 71 584 91 20541306 PMC2928553
  29. [33]Lumeng JC Appugliese D Cabral HJ Neighborhood safety and overweight status in children Arch Pediatr Adolesc Med 2006 160 25 31 16389207
  30. [34]Nelson MC Gordon-Larsen P Song Y Built and social environments associations with adolescent overweight and activity Am J Prev Med 2006 31 109 17 16829327
  31. [35]Singh GK Siahpush M Kogan MD Neighborhood socioeconomic conditions, built environments, and childhood obesity Health Aff (Millwood) 2010 29 503 12 20194993
  32. [36]Powell LM Wada R Krauss RC Ethnic disparities in adolescent body mass index in the United States: the role of parental socioeconomic status and economic contextual factors Soc Sci Med 2012 75 469 76 22607746 PMC3695403
  33. [37]Krieger N Chen JT Waterman PD Geocoding and monitoring of US socioeconomic inequalities in mortality and cancer incidence: does the choice of area-based measure and geographic level matter? The Public Health Disparities Geocoding Project Am J Epidemiol 2002 156 471 82 12196317
  34. [38]Kimbro RT Denney JT Neighborhood context and racial/ethnic differences in young children’s obesity: structural barriers to interventions Soc Sci Med 2012 95 97 105 23089614
  35. [41]Kuczmarski RJ Ogden CL Grummer-Strawn LM CDC growth charts: United States Adv Data 2000 314 1 27 11183293
  36. [42]Kuczmarski RJ Ogden CL Guo SS 2000 CDC growth charts for the United States: methods and development Vital Health Stat 2002 11 1 190 12043359
  37. [44]Messer LC Laraia BA Kaufman JS The development of a standardized neighborhood deprivation index J Urban Health 2006 83 1041 62 17031568 PMC3261293
  38. [45]Kreft IGG Deleeuw J Aiken LS The effect of different forms of centering in hierarchical linear-models Multivar Behav Res 1995 30 1 21 26828342
  39. [48]Rabe-Hesketh S Skrondal A Multilevel modelling of complex survey data Journal of the Royal Statistical Society: Series A 2006 169 805 27
  40. [50]Merlo J Chaix B Ohlsson H A brief conceptual tutorial of multilevel analysis in social epidemiology: using measures of clustering in multilevel logistic regression to investigate contextual phenomena J Epidemiol Community Health 2006 60 290 7 16537344 PMC2566165
  41. [51]Merlo J Chaix B Yang M A brief conceptual tutorial of multilevel analysis in social epidemiology: linking the statistical concept of clustering to the idea of contextual phenomenon J Epidemiol Community Health 2005 59 443 9 15911637 PMC1757045
  42. [52]Chang VW Racial residential segregation and weight status among US adults Soc Sci Med 2006 63 1289 303 16707199
  43. [53]Corral I Landrine H Hao Y Residential segregation, health behavior and overweight/obesity among a national sample of African American adults J Health Psychol 2012 17 371 8 21844135
  44. [55]Wang Y Zhang Q Are American children and adolescents of low socioeconomic status at increased risk of obesity? Changes in the association between overweight and family income between 1971 and 2002 Am J Clin Nutr 2006 84 707 16 17023695
  45. [56]Farmer MM Ferraro KF Are racial disparities in health conditional on socioeconomic status? Soc Sci Med 2005 60 191 204 15482878
  46. [57]Acevedo-Garcia D Osypuk TL Invited commentary: residential segregation and health—the complexity of modeling separate social contexts Am J Epidemiol 2008 168 1255 8 18974060
  47. [58]Zhang Q Wang Y Socioeconomic inequality of obesity in the United States: do gender, age, and ethnicity matter? Soc Sci Med 2004 58 1171 80 14723911
  48. [59]Singh GK Kogan MD Van Dyck PC Racial/ethnic, socioeconomic, and behavioral determinants of childhood and adolescent obesity in the United States: analyzing independent and joint associations Ann Epidemiol 2008 18 682 95 18794009
  49. [60]Taveras EM Gillman MW Kleinman K Racial/ethnic differences in early-life risk factors for childhood obesity Pediatrics 2010 125 686 95 20194284 PMC3836212
  50. [61]Do DP The dynamics of income and neighborhood context for population health: do long-term measures of socioeconomic status explain more of the black/white health disparity than single-point-in-time measures? Soc Sci Med 2009 68 1368 75 19278767 PMC3401574

Cited by

Sorted by citations

Authors
Rossen, L. M.
Affiliations
Centers for Disease Control and Prevention (US)
Corresponding author
Rossen, Lauren M
Venue
Journal of Epidemiology and Community Health
Publisher
BMJ
Published
2013-09-26
Volume
68
Issue
2
Pages
123-129
ISSN
  • 0141-7681 (ISSN-L)
  • 0143-005X
  • 1470-2738
OpenAlex
W2029429607
Cited by
140
References
4
Citations by year
2026: 3 · 2025: 1 · 2024: 7 · 2023: 19 · 2022: 14 · 2021: 7 · 2020: 14 · 2019: 12 · 2018: 14 · 2017: 12 · 2016: 17 · 2015: 12 · 2014: 7
FWCI
12.27
Type
journal article
Language
en
Open access
Locations
  • Journal of Epidemiology & Community Health (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
National Institutes of Health (CC999999)
Topics
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
  • Social Sciences › Health › Health disparities and outcomes
  • Social Sciences › Sociology and Political Science › Urban, Neighborhood, and Segregation Studies
Keywords
neighborhood disadvantage, racial and ethnic disparities, childhood obesity, adolescent obesity, socioeconomic status, area deprivation, poverty line, non-Hispanic Black children, Mexican American children, social determinants of health, contextual factors, body mass index
MeSH terms
Adolescent, Child, Child, Preschool, Cross-Sectional Studies, Ethnicity, Family Characteristics, Female, Humans, Male, Nutrition Surveys, Poverty, Psychosocial Deprivation, Residence Characteristics, Social Class, United States, Body Mass Index, Mexican Americans, White People, Overweight, Health Status Disparities, Pediatric Obesity

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review