How Personalization Algorithms Drive Mobile Game Recommendations
Jason Morris 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 examines the integration of artificial intelligence (AI) in the design of mobile games, focusing on how AI enables adaptive game mechanics that adjust to a player’s behavior. The research explores how machine learning algorithms personalize game difficulty, enhance NPC interactions, and create procedurally generated content. It also addresses challenges in ensuring that AI-driven systems maintain fairness and avoid reinforcing harmful stereotypes.

This paper investigates the role of user-generated content (UGC) in mobile gaming, focusing on how players contribute to game design, content creation, and community-driven innovation. By employing theories of participatory design and collaborative creation, the study examines how game developers empower users to create, modify, and share game content such as levels, skins, and in-game items. The research also evaluates the social dynamics and intellectual property challenges associated with UGC, proposing a model for balancing creative freedom with fair compensation and legal protection in the mobile gaming industry.

This research explores how mobile gaming influences cultural identity and expression across different regions. It examines the role of mobile games in cultural exchange, preservation, and the representation of diverse cultures. This research investigates how mobile gaming affects sleep quality and duration, considering factors such as screen time, game content, and player demographics. It provides insights into the health implications of mobile gaming habits.

This study explores the role of player customization in mobile games, focusing on how avatar and character customization can influence player identity, self-expression, and engagement. The research examines how customizing characters, outfits, and other in-game features enables players to create personalized experiences that reflect their preferences and identities. Drawing on social identity theory and self-concept research, the paper investigates how customization fosters emotional attachment to the game, as well as its impact on player behavior, such as social interaction and competition. The study also explores the commercial implications of offering customizable in-game items, including microtransactions and virtual economies.

This paper explores the increasing integration of social media features in mobile games, such as in-game sharing, leaderboards, and social network connectivity. It examines how these features influence player behavior, community engagement, and the overall gaming experience. The research also discusses the benefits and challenges of incorporating social elements into games, particularly in terms of user privacy, data sharing, and online safety.

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