How Personalization Algorithms Drive Mobile Game Recommendations
Sharon Cox February 23, 2025

How Personalization Algorithms Drive Mobile Game Recommendations

Thanks to Sergy Campbell for contributing the article "How Personalization Algorithms Drive Mobile Game Recommendations".

How Personalization Algorithms Drive Mobile Game Recommendations

This paper investigates how different motivational theories, such as self-determination theory (SDT) and the theory of planned behavior (TPB), are applied to mobile health games that aim to promote positive behavioral changes in health-related practices. The study compares various mobile health games and their design elements, including rewards, goal-setting, and social support mechanisms, to evaluate how these elements align with motivational frameworks and influence long-term health behavior change. The paper provides recommendations for designers on how to integrate motivational theory into mobile health games to maximize user engagement, retention, and sustained behavioral modification.

This study investigates the privacy and data security issues associated with mobile gaming, focusing on data collection practices, user consent, and potential vulnerabilities. It proposes strategies for enhancing data protection and ensuring user privacy.

This research examines the role of geolocation-based augmented reality (AR) games in transforming how urban spaces are perceived and interacted with by players. The study investigates how AR mobile games such as Pokémon Go integrate physical locations into gameplay, creating a hybrid digital-physical experience. The paper explores the implications of geolocation-based games for urban planning, public space use, and social interaction, considering both the positive and negative effects of blending virtual experiences with real-world environments. It also addresses ethical concerns regarding data privacy, surveillance, and the potential for gamifying everyday spaces in ways that affect public life.

This research examines the integration of mixed reality (MR) technologies, combining elements of both augmented reality (AR) and virtual reality (VR), into mobile games. The study explores how MR can enhance player immersion by providing interactive, context-aware experiences that blend the virtual and physical worlds. Drawing on immersive media theories and user experience research, the paper investigates how MR technologies can create more engaging and dynamic gameplay experiences, including new forms of storytelling, exploration, and social interaction. The research also addresses the technical challenges of implementing MR in mobile games, such as hardware constraints, spatial mapping, and real-time rendering, and provides recommendations for developers seeking to leverage MR in mobile game design.

This study applies social psychology theories to understand how group identity and collective behavior are formed and manifested within multiplayer mobile games. The research investigates the ways in which players form alliances, establish group norms, and engage in cooperative or competitive behaviors. By analyzing case studies of popular multiplayer mobile games, the paper explores the role of ingroups and outgroups, social influence, and group polarization within game environments. It also examines the psychological effects of online social interaction in gaming communities, discussing how mobile games foster both prosocial behavior and toxic interactions within groups.

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The Psychological Effects of In-App Purchases on Gamers

This study examines the ethical implications of data collection practices in mobile games, focusing on how player data is used to personalize experiences, target advertisements, and influence in-game purchases. The research investigates the risks associated with data privacy violations, surveillance, and the exploitation of vulnerable players, particularly minors and those with addictive tendencies. By drawing on ethical frameworks from information technology ethics, the paper discusses the ethical responsibilities of game developers in balancing data-driven business models with player privacy. It also proposes guidelines for designing mobile games that prioritize user consent, transparency, and data protection.

The Thrill of Competition: Esports and Competitive Gaming

This research investigates the role of social media integration in mobile games and its impact on player social connectivity, collaboration, and competition. The study explores how features such as social sharing, friend lists, in-game chats, and social media rewards enhance the social aspects of mobile gaming. By applying theories from social network analysis and media studies, the paper examines how these social elements influence player behavior and game dynamics, including social capital, identity construction, and community formation. The research also addresses potential risks, such as privacy concerns, cyberbullying, and the commercialization of social interactions, and suggests ways to balance social connectivity with player well-being.

The Impact of Mobile Games on Multitasking Abilities

This research investigates the ethical and psychological implications of microtransaction systems in mobile games, particularly in free-to-play models. The study examines how microtransactions, which allow players to purchase in-game items, cosmetics, or advantages, influence player behavior, spending habits, and overall satisfaction. Drawing on ethical theory and psychological models of consumer decision-making, the paper explores how microtransactions contribute to the phenomenon of “pay-to-win,” exploitation of vulnerable players, and player frustration. The research also evaluates the psychological impact of loot boxes, virtual currency, and in-app purchases, offering recommendations for ethical monetization practices that prioritize player well-being without compromising developer profitability.

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