# Patterns of perceived neighborhood environment and physical activity in adolescents: a latent class analysis

**Authors:** Eduarda Cristina da Costa Silva, Juliana Maria da Penha Freire Silva, Gerfeson Mendonça, Alex Antonio Florindo, José Cazuza de Farias, Eduarda Cristina da Costa Silva, Juliana Maria da Penha Freire Silva, Gerfeson Mendonça, Alex Antonio Florindo, José Cazuza de Farias

PMC · DOI: 10.1590/1980-549720250052 · Revista Brasileira de Epidemiologia (Brazilian Journal of Epidemiology) · 2025-11-21

## TL;DR

This study finds that adolescents who perceive their neighborhood as diverse and safe are more likely to engage in recreational physical activities.

## Contribution

The study introduces a novel use of latent class analysis to identify distinct neighborhood environment patterns and their specific associations with physical activity types in adolescents.

## Key findings

- Four neighborhood environment patterns were identified: 'not diverse and unsafe', 'not diverse and safe', 'diverse and unsafe', and 'diverse and safe'.
- Perceiving the neighborhood as 'diverse and safe' was significantly linked to more time spent on recreational activities.
- Environment patterns were not associated with sports, physical exercise, or active transportation.

## Abstract

To identify patterns of characteristics of the perceived neighborhood environment and relate them to the types of physical activity practiced by adolescents.

Observational epidemiological study with 1,066 adolescents (55.2% female, 10 to 13 years old) from João Pessoa, Paraíba, Brazil. Environmental characteristics were measured using a 16-item scale in three domains (places for practice, urban and traffic safety) and types of physical activity practice (recreation, sports, physical exercise and active commuting — minutes/week) by questionnaire. Latent Class Analysis (LCA) was applied to identify patterns of environmental characteristics and linear regression to relate them to the types of practice.

LCA identified four patterns of environmental characteristics: "not diverse and unsafe" (26.6%), "not diverse and safe" (13.6%), "diverse and unsafe" (30.8%), and "diverse and safe" (29.6%). Perceiving the environment as "diverse and safe" was positively and significantly associated with the time spent practicing recreational activities (β=42.16; 95%CI 4.35–79.97). The patterns of environmental characteristics were not associated with the time spent practicing sports, physical exercise, and active transportation.

adolescents who perceived the neighborhood environment as "diverse and safe" had a longer time practicing recreational activities.

Identificar os padrões das características do ambiente percebido do bairro e relacioná-los com os tipos de prática de atividade física (AF) em adolescentes.

Estudo epidemiológico observacional, com 1.066 adolescentes (55,2% do sexo feminino, de 10 a 13 anos de idade) de João Pessoa, Paraíba, Brasil. As características do ambiente foram mensuradas por meio de escala com 16 itens em 3 domínios (locais para AF, segurança urbana e no trânsito) e os tipos de prática de atividade física (recreação, esportes, exercícios físicos e deslocamento ativo — minutos/semana), por questionário. A Análise de Classes Latentes (ACL) foi aplicada para identificar os padrões das características do ambiente e a regressão linear para relacioná-los com os tipos de prática.

A ACL identificou quatro padrões das características do ambiente: "não diversificado e inseguro" (26,6%), "não diversificado e seguro" (13,6%), "diversificado e inseguro" (30,8%), e "diversificado e seguro" (29,6%). Perceber o ambiente como "diversificado e seguro" associou-se de forma positiva e significativa ao tempo de prática de atividades recreativas (β=42,16; IC95% 4,35–79,97). Os padrões das características do ambiente não se associaram ao tempo de prática de esportes, exercícios físicos e deslocamento ativo.

Adolescentes que percebiam o ambiente do bairro "diversificado e seguro" apresentaram maior tempo de prática em atividades recreativas.

## Full-text entities

- **Diseases:** overweight (MESH:D050177), obese (MESH:D009765), underweight (MESH:D013851), PA (MESH:D059445), CEP (MESH:D017092)
- **Chemicals:** AF (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC12643389/full.md

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Source: https://tomesphere.com/paper/PMC12643389