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
Methods
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.
Results
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.
Results
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.
Results
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.
Results
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.
Results
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.
Background
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.
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