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Relationship between lifestyles, urban environment and prevention perceived by secondary school students and their families

  • Marco Alioni
  • Barbara Badiani
  • Silvia Golia
  • Giulia Lanza
  • Marco Sandri

There is a wide scientific literature investigating the relationship between lifestyles and the urban environment in order to develop preventive strategies, primarily for non-communicable diseases. Nevertheless, there remains uncertainty regarding the most effective prevention initiatives, the relevant sectors for their implementation, and the appropriate levels at which to intervene. This uncertainty is even more pronounced when adolescents are the target population, with the literature offering limited guidance for practical prevention strategies. This contribution seeks to explore these dynamics through a statistical lens, focusing on data from a survey administered to a sample of secondary school students (aged 11–14) and their families residing in the city of Brescia, within the framework of the Prevent Together project, funded by Fondazione Cariplo ("Food and Health: Research on Childhood Obesity for the Promotion of Healthier Lifestyles" call). The analysis centres on two key questions posed to parents: (1) the motivations behind the choice of transportation mode used for the home-to-school journey; and (2) the perceived benefits of walking or cycling along that route. The methodological focus lies in the use of advanced clustering techniques tailored to the nature of the data — ordinal (first question) and ranking (second question) — incorporating distance metrics appropriate for preference structures. This analytical framework enables the identification of latent behavioural profiles among caregivers, which can be mapped against urban characteristics and health-related behaviours. The results underscore the statistical value of combining structured and preference-based data in segmentation analyses, and contribute to a deeper understanding of how urban design and parental decision-making interact in shaping children’s mobility habits. These insights may support evidence-informed planning and targeted interventions aimed at promoting healthier lifestyles among adolescents.

  • Keywords:
  • Children’s mobility habits,
  • Cluster analysis,
  • Ordinal data,
  • Ranking data,
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Marco Alioni

University of Brescia, Italy - ORCID: 0000-0002-4828-444X

Barbara Badiani

University of Brescia, Italy - ORCID: 0000-0002-4831-627X

Silvia Golia

University of Brescia, Italy - ORCID: 0000-0003-0015-8126

Giulia Lanza

University of Brescia, Italy

Marco Sandri

University of Brescia, Italy - ORCID: 0000-0002-1422-5695

  1. Ernst, D., Ortega Menjivar, L., Scharl, T., Grün, B. (2025). Ordinal clustering with the flex-scheme. Austrian Journal of Statistics, 54(3), pp. 100-123. DOI: 10.17713/ajs.v54i3.2083
  2. Grimonprez, Q., Jacques, J., Biernacki, C. (2022). Rankcluster: Model-Based Clustering for Multivariate Partial Ranking Data. R package version 0.98.0. DOI: 10.32614/cran.package.rankcluster
  3. Jacques, J., Biernacki, C. (2014). Model-based clustering for multivariate partial ranking data. Journal of Statistical Planning and Inference, 149, pp. 201-217. DOI: 10.1016/j.jspi.2014.02.011
  4. Jacques, J., Grimonprez, Q., Biernacki, C. (2014). Rankcluster: An R package for clustering multivariate partial rankings. The R Journal, 6(1), pp. 101-110. DOI: 10.32614/rj-2014-010
  5. Kaufman, L., Rousseeuw, P. (1990). Finding Groups in Data: An Introduction to Cluster Analysis. Wiley, Hoboken, New Jersey. DOI: 10.2307/1269576
  6. Lanza, G., Badiani, B., Golia, S., Sandri, M. (2025). Stili di vita sani e uso degli spazi urbani: un'indagine tra giovani adolescenti nell'ambito del progetto Prevent Together, in M. Zazzi, E. Coppola (eds.). Cammini, Atti della XXVI Conferenza Nazionale SIU, Nuove ecologie territoriali. Coabitare mondi che cambiano, Volume 06. Planum Publisher e Società Italiana degli Urbanisti, Roma-Milano, pp. 183-189.
  7. Ortega Menjivar, L., Ernst, D. (2025). flexord: Flexible Clustering of Ordinal and Mixed-with-Ordinal Data. R package version 1.0.0. DOI: 10.32614/cran.package.flexord
  8. Panter, J.R., Jones, A.P., van Sluijs, E.M.F., Griffin, S.J. (2010). Attitudes, social support and environmental perceptions as predictors of active commuting behaviour in school children. Journal of Epidemiology and Community Health, 64(1), pp. 41-48. DOI: 10.1136/jech.2009.086918
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  • Anno di pubblicazione: 2026
  • Pagine: 3-8

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  • Anno di pubblicazione: 2026

Informazioni sul capitolo

Titolo del capitolo

Relationship between lifestyles, urban environment and prevention perceived by secondary school students and their families

Autori

Marco Alioni, Barbara Badiani, Silvia Golia, Giulia Lanza, Marco Sandri

Lingua

Inglese

DOI

10.36253/979-12-215-1062-1.3

Opera sottoposta a peer review

Anno di pubblicazione

2026

Copyright

© 2026 Author(s)

Licenza d'uso

CC BY 4.0

Licenza dei metadati

CC0 1.0

Informazioni bibliografiche

Titolo del libro

Data, Statistics and AI for Well-Being of People and Organisations

Curatori

Luigi Fabbris, Alberto Franci, Pietro Renzi

Opera sottoposta a peer review

Numero di pagine

420

Anno di pubblicazione

2026

Copyright

© 2026 Author(s)

Licenza d'uso

CC BY 4.0

Licenza dei metadati

CC0 1.0

Editore

Firenze University Press

DOI

10.36253/979-12-215-1062-1

ISBN Print

979-12-215-1061-4

eISBN (pdf)

979-12-215-1062-1

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979-12-215-1063-8

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Applied Statistics Series

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