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February 12, 2026Child Indicators Research0 citationsOpen Access

Mapping Childhood Health Across the COVID-19 Period: Lifestyle and Environmental Profiles in Madrid – The ASOMAD Study

APAlicia Portals-RiomaoANAsmaa NehariMGMarcela González-Gross

Key Points

  • The aim is to identify health profiles in children and their links to socioeconomic factors during and after COVID-19.
  • Cross-sectional study with children aged 8–12 from varying school types
  • Used stratified multistage sampling for selection
  • Assessed anthropometry, fitness, lifestyle, and emotional well-being
  • Applied k-means clustering for health profiles and multinomial logistic regression for associations
  • Five distinct health profiles identified, ranging from compensated to healthiest profiles
  • Higher SES children more likely to belong to the healthiest profile
  • Public school children less likely to have a favourable lifestyle compared to private school peers
  • The healthiest profile increased from 2020–2021 to 2022–2023, while high-risk profiles remained in disadvantaged groups

Abstract

Abstract To identify multidomain health profiles in schoolchildren in Madrid during and after the COVID-19 pandemic, and examine their associations with socioeconomic status (SES), school type, sex, age and study wave. Cross-sectional study of 8–12-year-old children from public, semiprivate and private schools in Madrid (2020–2023), selected through stratified multistage sampling. Anthropometry, fitness, lifestyle, emotional well-being and parental behaviours were assessed with standardised protocols and validated questionnaires. K-means clustering derived multidimensional health profiles; multinomial logistic regression examined sociodemographic associations. Five distinct profiles emerged: a compensated profile (Cluster 0) with high BMI, low strength and good diet quality; a favourable lifestyle profile (Cluster 1) with very high MVPA and good emotional well-being; a healthiest profile (Cluster 2) with optimal BMI, diet, strength and low screen exposure; a least favourable profile (Cluster 3) with low emotional well-being and very high screen time; and a mixed-risk profile (Cluster 4) with low diet quality and elevated screen exposure. Children in higher SES groups were much more likely to belong to the healthiest profile and less likely to appear in least favourable or mixed-risk profiles. Public-school children had lower odds of belonging to the favourable lifestyle profile than those in private schools. The healthiest profile became more frequent in 2022–2023 than in 2020–2021, but high-risk profiles persisted in disadvantaged groups. Multidimensional profiles reveal cumulative lifestyle and social risks across the COVID-19 period and support equity-oriented interventions targeting physical, emotional and family environments.

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Cite This Study

Portals-Riomao et al. (2026) studied this question.

synapsesocial.com/papers/698d6e055be6419ac0d535eahttps://doi.org/10.1007/s12187-026-10341-2
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