Abstract

ObjectiveUsing newly harmonised individual-level data on health and socioeconomic environments in Latin American cities (from the Salud Urbana en América Latina (SALURBAL) study), we assessed the association between obesity and education levels and explored potential effect modification of this association by city-level socio-economic development.DesignThis cross-sectional study used survey data collected between 2002 and 2017. Absolute and relative educational inequalities in obesity (BMI ≥ 30 kg/m2, derived from measured weight and height) were calculated first. Then, a two-level mixed-effects logistic regression was run to test for effect modification of the education–obesity association by city-level socio-economic development. All analyses were stratified by sex.SettingOne hundred seventy-six Latin American cities within eight countries (Brazil, Chile, Colombia, Costa Rica, El Salvador, Guatemala, Mexico and Peru).Participants53 186 adults aged >18 years old.ResultsAmong women, 25 % were living with obesity and obesity was negatively associated with educational level (higher education–lower obesity) and this pattern was consistent across city-level socio-economic development. Among men, 18 % were living with obesity and there was a positive association between education and obesity (higher education–higher obesity) for men living in cities with lower levels of development, whereas for those living in cities with higher levels of development, the pattern was inverted and university education was protective of obesity.ConclusionsAmong women, education was protective of obesity regardless, whereas among men, it was only protective in cities with higher levels of development. These divergent results suggest the need for sex- and city-specific interventions to reduce obesity prevalence and inequalities.

Highlights

  • We evaluated potential effect measure modification by examining the association between education and obesity stratified by city-level socio-economic development

  • Colombia and Mexico have the highest scores for city-level socio-economic development, followed by Brazil, Peru, Costa Rica, Guatemala and El Salvador

  • The largest percentage points gap in obesity between lowest-and-highest education level was in Chile (20·0 pp) (Table 1)

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Summary

Methods

Study setting This cross-sectional study was conducted as a part of the SALURBAL (Salud Urbana en América Latina) research project[18]. Cities that had a small number of survey participants (n 158), had self-reported weight and height (n 36) or did not include data for the socio-economic development index (n 1) were not included in the present analysis. Statistical analysis First, we estimated the city-level age-standardised proportion of obesity and 95 % CI using the WHO standard population[22]. We used a two-level mixed-effects logistic regression model to examine how educational differences in the odds of obesity are influenced by country differences, and city-level socio-economic development. We evaluated potential effect measure modification by examining the association between education and obesity stratified by city-level socio-economic development.

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