Exercise & Training

Exploring paths to participation and non-participation in physical exercise among Swedish adolescents.

TL;DR

Multiple distinct paths lead to Sporting & Exercising and Not exercising among Swedish adolescents, these paths differ between girls and boys, and can be multi-factorial in nature where several factors must be jointly present to explain membership in a particular exercise-related cluster.

Key Findings

Two exercise-related clusters were identified among Swedish adolescents aged 15-18: 'Not exercising' and 'Sporting & Exercising.'

  • Data were drawn from 178 Swedish adolescents aged 15-18 years.
  • Cluster analysis was combined with a configurational comparative method (coincidence analysis) to identify the clusters.
  • The initial analysis included 41 questions aggregated into 24 variables.
  • Girls and boys within each cluster were analyzed separately.

Not having quick access to pocket money was identified as a path by itself to Not exercising among girls.

  • This factor constituted a standalone path to non-participation in physical exercise for girls.
  • Not having quick access to pocket money was also part of the path to Sporting & Exercising, indicating its relevance across exercise-related outcomes for girls.
  • This finding highlights socioeconomic access as a particularly salient factor for girls' exercise participation.

The paths to Not exercising are more complex for boys than for girls.

  • Boys' paths to Not exercising involved multiple factors needing to be jointly present.
  • No single factor alone constituted a path to Not exercising for boys, unlike the single-factor path (pocket money) identified for girls.
  • This complexity indicates that non-participation among boys is more multi-factorial in nature.

Participation in adult-led activities differed between boys in the Not exercising and Sporting & Exercising clusters.

  • Adult-led activity participation was identified as a difference-making factor specifically among boys.
  • This factor distinguished boys who were not exercising from those who were sporting and exercising.
  • No equivalent finding was reported for girls regarding adult-led activities.

Having a disability was a difference-making factor only among boys, and only when combined with 'not avoiding anyone in the neighborhood' and 'sometimes meeting friends in person.'

  • Disability did not appear as a difference-making factor for girls in either cluster.
  • For boys, disability operated as part of a multi-factorial path requiring the joint presence of social and neighborhood factors.
  • The two co-occurring conditions were 'not avoiding anyone in the neighborhood' and 'sometimes meeting friends in person.'
  • This illustrates the configurational nature of how disability intersects with social context in shaping exercise participation.

Paths to exercising and non-exercising differed between girls and boys across multiple dimensions.

  • Separate coincidence analyses were conducted for girls and boys in each cluster.
  • The factors and their combinations that explained cluster membership varied by sex.
  • Girls' paths were characterized by fewer, simpler combinations of factors compared to boys.
  • The authors conclude that interventions and policies aimed at increasing adolescent participation in physical exercise should account for these sex-specific differences.

This study is reported as the first to combine cluster analysis with a configurational comparative method (coincidence analysis) to explore paths to physical exercise participation among adolescents.

  • The authors state 'To our knowledge, this is the first study to combine cluster analysis with a configurational comparative method to explore paths to participation and non-participation in PE among adolescents.'
  • Coincidence analysis was used as the configurational comparative method.
  • The approach allows identification of multi-factorial paths where several conditions must be jointly present.

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Citation

Gothilander J, Miech E, Almqvist L, Fritz J, Eriksson C. (2026). Exploring paths to participation and non-participation in physical exercise among Swedish adolescents.. Frontiers in public health. https://doi.org/10.3389/fpubh.2026.1723898