Deceptive Patterns
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Mapping Social Media Dependency: Functional and Psychological Platform Reliance as Mechanisms of Digital Vulnerability

Author
J. Schokkenbroek, Maria Rebrean, Constanța Roșca, Maëlle Picout, Gianclaudio Malgieri, Ben Wagner, Lorena Sánchez Chamorro
Date
13 Apr 2026
Publisher
International Conference on Human Factors in Computing Systems
Focus
Addiction & Gaming
Category
Academic Scholar

By situating dependency within both individual and design-related factors, the study advances theoretical debates on digital vulnerability and offers a profiles-based lens that helps inform the design of more autonomy-supportive social media platforms.

Social media dependency is a central mechanism through which digital vulnerability takes shape, making it critical to understand for research, design, and policy. This study distinguishes between functional dependency (needs-based reliance) and psychological dependency (compulsive engagement) and investigates how these dimensions intersect. We surveyed 873 adult users across Europe, measuring both dependency forms alongside demographics, well-being, motivations, platform choice, and exposure to manipulative design features. Latent profile analysis and multinomial logistic regression revealed five distinct dependency profiles: functional use, low-dependency pragmatic use, high-dependency social use, moderate-dependency hedonic use, and very high-dependency multi-motivated use. These findings show dependency is not uniform but layered and dynamic, shifting with users’ circumstances and socio-technical contexts.