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

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Authors: Giovanni Aresi, Chiara Arienti, Elena Marta, Corrado Celata, Giusi Gelmi, Olivia Leoni, Lucia Crottogini, Claudia Lobascio, Lucia Pirrone, Danilo Cereda, Luciana Volta, Simona Chinelli
+21 more Giuliana Rocca, Ornella Perego, Paola Ghidini, Lisa Impagliazzo, Alida Bonacina, Maria Stefania Bellesi, Lorella Vicari, Laura Rubagotti, Ilenia Fontana, Federica Di Cosimo, Jonathan Molteni, Elisabetta Ferrari, Marina Ghislanzoni, Antonio Cremonesi, Antonella Ferrari, Roberto Manna, Laura Stampini, Angela Sacchi, Annarita Fumarola, L Casalini, Maristella Colombo
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References: 60

Abstract

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.

Fields of Study & Subjects

Gambling Behavior and Treatments Substance Abuse Treatment and Outcomes Impact of Technology on Adolescents

Publication details

Journal / source
Journal of Gambling Studies
Volume
42
Issue
3
Pages
905–924
Publication date
4 March 2026
Language
EN