Socioeconomic and cardiometabolic factors associated with outpatient healthcare utilization and direct costs in São Paulo, Brazil

BACKGROUND: The ongoing epidemiological and nutritional transitions impose a significant socioeconomic burden on health systems worldwide. However, evidence integrating population-based biological and lifestyle factors with direct economic valuation in mixed public-private health systems is limited in middle-income countries. Therefore, we analyzed factors associated with outpatient utilization and estimated direct costs (adjusted for International Dollars at Purchasing Power Parity - Int$ PPP) in a representative sample for São Paulo City, Brazil, from 2003 to 2015. METHODS: Pooled cross-sectional observational study, with quantitative analyses of microdata from the São Paulo Health Survey 2003-2015 (ISA-Capital), combined with administrative data from the Brazilian Unified Health System Department of Informatics (SIA-SUS/DATASUS) and the Brazilian Hierarchical Categorization of Medical Procedures (CBHPM). A two-part regression model (logit and generalized linear model) and average marginal effects (ME) were estimated to identify factors associated with the likelihood of utilization and the direct costs of outpatient services. RESULTS: Utilization and costs were higher in more recent survey years. Socioeconomic factors, notably schooling (ME = 13.28, representing a 43.4% relative increase from the sample mean, p < 0.001), showed a stronger statistical association with direct costs than clinical conditions such as high blood pressure (ME = 10.48, 34.2% relative increase, p < 0.001) and overweight (ME = 5.79, 18.9% relative increase, p < 0.001). Female sex (ME = 3.53, 11.5% relative increase, p = 0.004) and private health insurance ownership (ME = 2.99, 9.8% relative increase, p = 0.021) were also positively associated with the outcomes. CONCLUSIONS: Our findings suggest that in the urban context of São Paulo, socioeconomic factors are primarily associated with the outpatient economic burden. Therefore, prioritizing equitable health policies targeting socioeconomically vulnerable groups, aiming to increase outpatient access and utilization, alongside early cardiometabolic risk management, may represent important strategies to strengthen the financial sustainability of Brazil's health system while improving population health.

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Publication Details

Journal
BMC Public Health
Published
2026-05-18
DOI
https://doi.org/10.1186/s12889-026-27729-y
Primary Topic
Public Health in Brazil
Type
article
Field-Weighted Citation Impact
0.00

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article

Socioeconomic and cardiometabolic factors associated with outpatient healthcare utilization and direct costs in São Paulo, Brazil

Marcelo Macedo Rogero, Regina Mara Fisberg, Lucas Akio Iza Trindade, Jaqueline Lopes Pereira et al.
BMC Public Health
Public Health in Brazil
article

Socioeconomic and cardiometabolic factors associated with outpatient healthcare utilization and direct costs in São Paulo, Brazil

Marcelo Macedo Rogero, Regina Mara Fisberg, Lucas Akio Iza Trindade, Jaqueline Lopes Pereira, Flavia Mori Sarti
article en

Abstract

BACKGROUND: The ongoing epidemiological and nutritional transitions impose a significant socioeconomic burden on health systems worldwide. However, evidence integrating population-based biological and lifestyle factors with direct economic valuation in mixed public-private health systems is limited in middle-income countries. Therefore, we analyzed factors associated with outpatient utilization and estimated direct costs (adjusted for International Dollars at Purchasing Power Parity - Int$ PPP) in a representative sample for São Paulo City, Brazil, from 2003 to 2015. METHODS: Pooled cross-sectional observational study, with quantitative analyses of microdata from the São Paulo Health Survey 2003-2015 (ISA-Capital), combined with administrative data from the Brazilian Unified Health System Department of Informatics (SIA-SUS/DATASUS) and the Brazilian Hierarchical Categorization of Medical Procedures (CBHPM). A two-part regression model (logit and generalized linear model) and average marginal effects (ME) were estimated to identify factors associated with the likelihood of utilization and the direct costs of outpatient services. RESULTS: Utilization and costs were higher in more recent survey years. Socioeconomic factors, notably schooling (ME = 13.28, representing a 43.4% relative increase from the sample mean, p < 0.001), showed a stronger statistical association with direct costs than clinical conditions such as high blood pressure (ME = 10.48, 34.2% relative increase, p < 0.001) and overweight (ME = 5.79, 18.9% relative increase, p < 0.001). Female sex (ME = 3.53, 11.5% relative increase, p = 0.004) and private health insurance ownership (ME = 2.99, 9.8% relative increase, p = 0.021) were also positively associated with the outcomes. CONCLUSIONS: Our findings suggest that in the urban context of São Paulo, socioeconomic factors are primarily associated with the outpatient economic burden. Therefore, prioritizing equitable health policies targeting socioeconomically vulnerable groups, aiming to increase outpatient access and utilization, alongside early cardiometabolic risk management, may represent important strategies to strengthen the financial sustainability of Brazil's health system while improving population health.

BMC Public Health
Universidade de São Paulo (BR)
Secretaria Municipal da Saúde Cicade de São Paulo, Fundação de Amparo à Pesquisa do Estado de São Paulo, Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, Conselho Nacional de Desenvolvimento Científico e Tecnológico
Decent work and economic growth
Openalex Percentile: Top 3%
Public Health in Brazil
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