ArticleThe international journal of behavioral nutrition and physical activity2020
Development of a national childhood obesogenic environment index in the United States: differences by region and rurality.
Article in The international journal of behavioral nutrition and physical activity, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 papers.
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Who cites it
35 citing papers in PubMed.
- Disparities of children's obesogenic environments in Louisiana.International journal of health geographics · 2026Article
- Impact of School Rurality on Fruit and Vegetable Selection Differs by Sex and Eating Duration for Arizona Schools.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2026Article
- Obesity and Cardiometabolic Risk Factors Among Pediatric Patients at a Mississippi Academic Medical Center.American journal of health promotion : AJHP · 2026Observational
- Multilevel Analysis of the Food and Physical Activity Environment and Adult Obesity Across U.S. Counties and States.International journal of environmental research and public health · 2026Article
- Association between the Dutch Obesogenic Built-environmental CharacterisTics (OBCT) index and 14-year cardiovascular disease incidence: a population-based cohort study of 4.4 million adults.The Lancet regional health. Europe · 2025Article
- Measurement tools to assess the obesogenic environment in neighborhood: a scoping review.BMC public health · 2025Article
- Is the neighbourhood environment associated with indicators of health in children and adolescents? Developing and testing a new proof-of-concept Healthy Environments Index for Children in Taranaki, New Zealand.International journal of health geographics · 2025Article
- Association between obesogenic environments and childhood overweight/obesity across the United States: Differences by rurality.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025Article
- Determinants of physical activity participation among U.S. adolescents aged 12-17: A study of key factors.PloS one · 2025Article
- Using the socioecological model to explore factors associated with obesity among reproductive age women.Frontiers in public health · 2025Article
- A socioeconomic disadvantage index for informing policy, systems, and environmental change interventions for senior nutrition programs.Frontiers in public health · 2025Article
- The influence of school location and their children's nutritional model on the risk of obesity in Poland- pilot study.Frontiers in nutrition · 2025Article
- Objectively-measured Environmental Support for Physical Activity, Healthy Eating, and Breastfeeding in the Rural United States: A Scoping Review to Inform Opportunities for Public Health Surveillance.Journal of healthy eating and active living · 2025Article
- Subjectively-measured Environmental Support for Physical Activity, Healthy Eating, and Breastfeeding in the Rural United States: A Scoping Review to Inform Opportunities for Public Health Surveillance.Journal of healthy eating and active living · 2025Article
- Multidimensional School-Based and Family-Involved Interventions to Promote a Healthy and Sustainable Lifestyle (LIVELY) for Childhood Obesity Prevention: Study Protocol.JMIR research protocols · 2024Article
- Changes in health-related quality of life and sleep habits after a 6-month non-randomised cluster-controlled trial among children with overweight or obesity.European child & adolescent psychiatry · 2024Article
- Obesity and cardiovascular health.European journal of preventive cardiology · 2024Review
- Longitudinal changes in Mediterranean diet adherence and perceived benefits and barriers to its consumption in US university students.Frontiers in nutrition · 2024Article
- Changes of Grocery Shopping Frequencies and Associations with Food Deserts during the COVID-19 Pandemic in the United States.Journal of urban health : bulletin of the New York Academy of Medicine · 2023Article
- Spatial Aspects of Health-Developing a Conceptual Framework.International journal of environmental research and public health · 2023Article
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Authors and funding
8 authors.
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Abstract
backgroundDiverse environmental factors are associated with physical activity (PA) and healthy eating (HE) among youth. However, no study has created a comprehensive obesogenic environment index for children that can be applied at a large geographic scale. The purpose of this study was to describe the development of a childhood obesogenic environment index (COEI) at the county level across the United States.
methodsA comprehensive search of review articles (n = 20) and input from experts (n = 12) were used to identify community-level variables associated with youth PA, HE, or overweight/obesity for potential inclusion in the index. Based on strength of associations in the literature, expert ratings, expertise of team members, and data source availability, 10 key variables were identified - six related to HE (# per 1000 residents for grocery/superstores, farmers markets, fast food restaurants, full-service restaurants, and convenience stores; as well as percentage of births at baby (breastfeeding)-friendly facilities) and four related to PA (percentage of population living close to exercise opportunities, percentage of population < 1 mile from a school, a composite walkability index, and number of violent crimes per 1000 residents). Data for each variable for all counties in the U.S. (n = 3142) were collected from publicly available sources. For each variable, all counties were ranked and assigned percentiles ranging from 0 to 100. Positive environmental variables (e.g., grocery stores, exercise opportunities) were reverse scored such that higher values for all variables indicated a more obesogenic environment. Finally, for each county, a total obesogenic environment index score was generated by calculating the average percentile for all 10 variables.
resultsThe average COEI percentile ranged from 24.5-81.0 (M = 50.02,s.d. = 9.01) across US counties and was depicted spatially on a choropleth map. Obesogenic counties were more prevalent (F = 130.43,p < .0001) in the South region of the U.S. (M = 53.0,s.d. = 8.3) compared to the Northeast (M = 43.2,s.d. = 6.9), Midwest (M = 48.1,s.d. = 8.5), and West (M = 48.4,s.d. = 9.8). When examined by rurality, there were also significant differences (F = 175.86,p < .0001) between metropolitan (M = 46.5,s.d. = 8.4), micropolitan (M = 50.3,s.d. = 8.1), and rural counties (M = 52.9,s.d. = 8.8) across the U.S.
conclusionThe COEI can be applied to benchmark obesogenic environments and identify geographic disparities and intervention targets. Future research can examine associations with obesity and other health outcomes.
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