Clustering of Lifestyle Behaviours and the Role of Sustained Physical Activity: A Quantile Regression Approach in a Kosovar Sample

Background: Lifestyle behaviours tend to cluster, with health-promoting and risk-related behaviours forming structured patterns. However, evidence from Kosovo remains scarce, particularly regarding the role of sustained physical activity. Objective: This study aimed to examine associations between physical activity practice and multiple lifestyle behaviours, including the association between activity duration and lifestyle indicators in a predominantly young community sample. Methods: A cross-sectional study was conducted with 229 participants. Lifestyle behaviours were assessed using the EVS-KOS. Descriptive statistics, Spearman correlations, group comparisons (ANOVA and Kruskal–Wallis), and quantile regression analyses (q = 0.50) were performed. Physical activity practice was categorized as no practice, <6 months, or ≥6 months. Results: Health-promoting behaviours were positively associated, whereas risk-related behaviours were positively associated with each other and generally negatively associated with health-promoting behaviours. Significant between-group differences were observed for balanced diet, meal timing, and physical activity habits, with higher scores among participants practicing for ≥6 months (η2 = 0.028–0.344). Quantile regression showed significant associations between physical activity practice and physical activity habits, both for <6 months (B = 2.000, p < 0.001) and ≥6 months (B = 2.333, p < 0.001), compared with no practice. No significant associations between physical activity practice and the remaining lifestyle indicators were observed. Conclusions: Physical activity practice was most strongly associated with physical activity habits, particularly among those with longer practice duration. Although between-group differences were also observed for dietary behaviours, associations across lifestyle domains were limited.

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Publication Details

Journal
International Journal of Environmental Research and Public Health
Published
2026-10-16
DOI
https://doi.org/10.3390/ijerph23101324
Primary Topic
Physical Activity and Health
Type
article
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article

Clustering of Lifestyle Behaviours and the Role of Sustained Physical Activity: A Quantile Regression Approach in a Kosovar Sample

Jorge Santos, Paulo Silveira, Samuel Honório, Marco Batista et al.
International Journal of Environmental Research and Public Health
Physical Activity and Health
article

Clustering of Lifestyle Behaviours and the Role of Sustained Physical Activity: A Quantile Regression Approach in a Kosovar Sample

Jorge Santos, Paulo Silveira, Samuel Honório, Marco Batista, Bekim Ramabaja
article en

Abstract

Background: Lifestyle behaviours tend to cluster, with health-promoting and risk-related behaviours forming structured patterns. However, evidence from Kosovo remains scarce, particularly regarding the role of sustained physical activity. Objective: This study aimed to examine associations between physical activity practice and multiple lifestyle behaviours, including the association between activity duration and lifestyle indicators in a predominantly young community sample. Methods: A cross-sectional study was conducted with 229 participants. Lifestyle behaviours were assessed using the EVS-KOS. Descriptive statistics, Spearman correlations, group comparisons (ANOVA and Kruskal–Wallis), and quantile regression analyses (q = 0.50) were performed. Physical activity practice was categorized as no practice, <6 months, or ≥6 months. Results: Health-promoting behaviours were positively associated, whereas risk-related behaviours were positively associated with each other and generally negatively associated with health-promoting behaviours. Significant between-group differences were observed for balanced diet, meal timing, and physical activity habits, with higher scores among participants practicing for ≥6 months (η2 = 0.028–0.344). Quantile regression showed significant associations between physical activity practice and physical activity habits, both for <6 months (B = 2.000, p < 0.001) and ≥6 months (B = 2.333, p < 0.001), compared with no practice. No significant associations between physical activity practice and the remaining lifestyle indicators were observed. Conclusions: Physical activity practice was most strongly associated with physical activity habits, particularly among those with longer practice duration. Although between-group differences were also observed for dietary behaviours, associations across lifestyle domains were limited.

International Journal of Environmental Research and Public HealthVol. 23(10)
Universidade Politécnica de Castelo Branco (PT), Instituto Piaget (PT)
Good health and well-being
Openalex Percentile: Top 13%
Physical Activity and Health
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