Patterns of Gambling and Other Risky Behaviors among Adolescents. A Latent Class Analysis Study on the 2021/22 Health Behaviors in School Children Survey Data
Research on adolescent gambling often examines this behavior in isolation, overlooking evidence of comorbidity between alcohol/drug use disorders and problem gambling. This study aimed to address this gap by examining patterns of risky behaviors (i.e., substance use and gambling) among a representative sample of 7,795 adolescents aged 15 and 17 living in the Lombardy region of Italy. Latent Class Analysis was used to identify subgroups of individuals characterized by common behavioral patterns. We tested the invariance of gender and age cohort, as well as the relations between class membership, gambling behavior severity, and indicators of health status and life satisfaction. The analysis identified four distinct patterns of risk behaviors across gender and age cohorts. The first pattern is characterized by a low prevalence of risky behaviors. The other three patterns are distinguished by predominant substance use, either a single substance or a combination of multiple substances. Gambling was not observed as a singular behavior within any of these profiles. Rather, it co-occurred with polyconsumption patterns that were associated with higher levels of gambling severity, as well as poorer health and life satisfaction. These findings suggest that a more nuanced understanding of gambling can be achieved by examining it alongside other risk behaviors. During adolescence, a multifaceted health promotion approach that encompasses the prevention continuum and policy responses is necessary to address concurrently shared risk and protective factors of multiple risk behaviors at individual, social, community, and societal levels.
Authors
- Lucia Pirrone
- Luciana Volta
- Ornella Perego
- Ilenia Fontana
- Maristella Colombo
- Lisa Impagliazzo
- Simona Chinelli
- Federica Di Cosimo
- Giovanni Aresi (ORCID: https://orcid.org/0000-0002-5974-4106)
- Maria Stefania Bellesi
- Laura Stampini
- Marina Ghislanzoni
- Danilo Cereda
- Lorella Vicari
- Giuliana Rocca
- Elena Marta
- Angela Sacchi
- Alida Bonacina
- Annarita Fumarola
- Laura Rubagotti
- Antonella Ferrari
- Elisabetta Ferrari
- Paola Ghidini
- Chiara Arienti
- Corrado Celata
- Antonio Cremonesi
- Roberto Manna
- Giusi Gelmi
- Olivia Leoni
- Jonathan Molteni
- Linda Casalini
Institutions
- Università Cattolica del Sacro Cuore (IT)
- University of Trieste (IT)
- AREA Science Park (IT)
- Metropolitana Milanese (Italy) (IT)
Publication Details
- Journal
- Journal of Gambling Studies
- Published
- 2026-03-04
- DOI
- https://doi.org/10.1007/s10899-026-10479-2
- Primary Topic
- Gambling Behavior and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Università Cattolica del Sacro Cuore