Explainable Machine Learning Models for Predicting Player Retention Patterns
George Baker 2025-02-08

Explainable Machine Learning Models for Predicting Player Retention Patterns

Thanks to George Baker for contributing the article "Explainable Machine Learning Models for Predicting Player Retention Patterns".

Explainable Machine Learning Models for Predicting Player Retention Patterns

This study presents a multidimensional framework for understanding the diverse motivations that drive player engagement across different mobile game genres. By drawing on Self-Determination Theory (SDT), the research examines how intrinsic and extrinsic motivation factors—such as achievement, autonomy, social interaction, and competition—affect player behavior and satisfaction. The paper explores how various game genres (e.g., casual, role-playing, and strategy games) tailor their game mechanics to cater to different motivational drivers. It also evaluates how player motivation impacts retention, in-game purchases, and long-term player loyalty, offering a deeper understanding of game design principles and their role in shaping player experiences.

This study applies social network analysis (SNA) to investigate the role of social influence and network dynamics in mobile gaming communities. It examines how social relationships, information flow, and peer-to-peer interactions within these communities shape player behavior, preferences, and engagement patterns. The research builds upon social learning theory and network theory to model the spread of gaming behaviors, including game adoption, in-game purchases, and the sharing of strategies and achievements. The study also explores how mobile games leverage social influence mechanisms, such as multiplayer collaboration and social rewards, to enhance player retention and lifetime value.

The siren song of RPGs beckons with its immersive narratives, drawing players into worlds so vividly crafted that the boundaries between reality and fantasy blur, leaving gamers spellbound in their pixelated destinies. From epic tales of heroism and adventure to nuanced character-driven dramas, RPGs offer a storytelling experience unlike any other, allowing players to become the protagonists of their own epic sagas. The freedom to make choices, shape the narrative, and explore vast, richly detailed worlds sparks the imagination and fosters a deep emotional connection with the virtual realms they inhabit.

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 study analyzes the psychological effects of competitive mechanics in mobile games, focusing on how competition influences player motivation, achievement, and social interaction. The research examines how competitive elements, such as leaderboards, tournaments, and player-vs-player (PvP) modes, drive player engagement and foster a sense of accomplishment. Drawing on motivation theory, social comparison theory, and achievement goal theory, the paper explores how different types of competition—intrinsic vs. extrinsic, cooperative vs. adversarial—affect player behavior and satisfaction. The study also investigates the potential negative effects of competitive play, such as stress, frustration, and toxic behavior, offering recommendations for designing healthy, fair, and inclusive competitive environments in mobile games.

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