Related Experiment Video
Updated: Oct 22, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Longitudinal associations of neighborhood environment features with pediatric body mass index
Kimberly Daniels1, Félice Lê-Scherban1, Amy H Auchincloss1
1Department of Epidemiology and Biostatistics, Drexel Dornsife School of Public Health, Philadelphia, PA, USA; Urban Health Collaborative, Drexel Dornsife School of Public Health, Philadelphia, PA, USA.
Insights
Neighborhood greenness and safety may help reduce childhood obesity. Improving these environmental factors could be key public health strategies for child health. (30 words)
Area of Science:
- Environmental Health
- Pediatric Public Health
- Obesity Prevention
Background:
- Childhood obesity is a major public health concern.
- Neighborhood environments are increasingly recognized as potential targets for child health interventions.
- Existing evidence on neighborhood impacts on child weight is conflicting, with limited longitudinal data.
Purpose of the Study:
- To investigate the longitudinal association between neighborhood environmental changes and changes in body mass index (BMI) z-score in children.
- To examine how factors like greenness, safety, and resource availability relate to child weight.
- To explore potential differences in effects by child demographics and neighborhood characteristics.
Main Methods:
- Utilized electronic health records from an urban pediatric system (2007-2016) for 51,873 children (ages 6-19).
- Linked child data to neighborhood-level measures including greenness, safety, crime, social cohesion, and food/physical activity resources.
- Employed fixed effects models to analyze changes in neighborhood exposures and BMI z-score.
Main Results:
- Increased neighborhood greenness and perceived safety were associated with decreased BMI z-score.
- The positive effect of neighborhood safety was more pronounced in younger children (ages 6-10).
- Increased social cohesion was linked to a higher BMI z-score, particularly in boys; food/activity resources showed no association.
Conclusions:
- Neighborhood greenness and perceived safety represent promising avenues for reducing children's BMI.
- Targeting environmental improvements in neighborhoods could be a viable strategy for childhood obesity prevention.
- Further research may explore the mechanisms behind these associations and optimize interventions.
Introduction:
It has been posited that policies to promote child health and prevent obesity should target neighborhood environments but evidence on the impact of neighborhoods on child weight is conflicting and longitudinal studies (which have benefits for causal inference) are scarce.
Methods:
We used electronic health records (2007-2016) from an urban, pediatric integrated delivery system and linked children (N = 51,873, ages 6-19 years, 77% African American) to neighborhood-level data to investigate how changes in neighborhood environments relate to changes in body mass index (BMI). Measures of neighborhood environment were resources for healthy foods and physical activity ('resources'), greenness, violent crime rate, perceived safety and social cohesion. Fixed effects models estimated associations between changes in neighborhood environment exposures and changes in BMI z-score and whether effects differed by sex, baseline age, neighborhood socioeconomic status and population density.
Results:
Approximately 22% of the cohort was obese (BMI z-score ≥ 95th percentile). In adjusted models, increases in neighborhood greenness and perceived safety were associated with decreases in BMI z-score (mean change in BMI z-score for 1-SD increase for both: -0.012; 95% CI= (-0.018, -0.007)). Increases in neighborhood safety had a stronger effect in children ages 6-10 years than in older children. Increases in social cohesion were associated with increases in BMI z-score (mean change: 0.005 95% CI = (0.003, 0.008)) especially in boys. Increases in food and physical activity resources were not associated with changes in BMI.
Conclusions:
This study suggests that increasing neighborhood greenness and safety are potential approaches to reduce children's BMI.
Related Concept Videos
Nature and Nurture
Longitudinal Research
Gene-Environment Interactions
Longitudinal Studies
Environmental Influences on Intelligence
Background and Environment Affect Phenotype
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...

