Explainable Machine Learning Models for Predicting Player Retention Patterns
Kevin Stewart 2025-02-09

Explainable Machine Learning Models for Predicting Player Retention Patterns

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

Explainable Machine Learning Models for Predicting Player Retention Patterns

This research investigates the ethical, psychological, and economic impacts of virtual item purchases in free-to-play mobile games. The study explores how microtransactions and virtual goods, such as skins, power-ups, and loot boxes, influence player behavior, spending habits, and overall satisfaction. Drawing on consumer behavior theory, economic models, and psychological studies of behavior change, the paper examines the role of virtual goods in creating addictive spending patterns, particularly among vulnerable populations such as minors or players with compulsive tendencies. The research also discusses the ethical implications of monetizing gameplay through virtual goods and provides recommendations for developers to create fairer and more transparent in-game purchase systems.

This paper investigates the potential of neurofeedback and biofeedback techniques in mobile games to enhance player performance and overall gaming experience. The research examines how mobile games can integrate real-time brainwave monitoring, heart rate variability, and galvanic skin response to provide players with personalized feedback and guidance to improve focus, relaxation, or emotional regulation. Drawing on neuropsychology and biofeedback research, the study explores the cognitive and emotional benefits of biofeedback-based game mechanics, particularly in improving players' attention, stress management, and learning outcomes. The paper also discusses the ethical concerns related to the use of biofeedback data and the potential risks of manipulating player physiology.

This paper examines the psychological factors that drive player motivation in mobile games, focusing on how developers can optimize game design to enhance player engagement and ensure long-term retention. The study investigates key motivational theories, such as Self-Determination Theory and the Theory of Planned Behavior, to explore how intrinsic and extrinsic factors, such as autonomy, competence, and relatedness, influence player behavior. Drawing on empirical studies and player data, the research analyzes how different game mechanics, such as rewards, achievements, and social interaction, shape players’ emotional investment and commitment to games. The paper also discusses the role of narrative, social comparison, and competition in sustaining player motivation over time.

This paper investigates the legal and ethical considerations surrounding data collection and user tracking in mobile games. The research examines how mobile game developers collect, store, and utilize player data, including behavioral data, location information, and in-app purchases, to enhance gameplay and monetization strategies. Drawing on data privacy laws such as the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA), the study explores the compliance challenges that mobile game developers face and the ethical implications of player data usage. The paper provides a critical analysis of how developers can balance the need for data with respect for user privacy, offering guidelines for transparent data practices and ethical data management in mobile game development.

This research critically examines the ethical implications of data mining in mobile games, particularly concerning the collection and analysis of player data for monetization, personalization, and behavioral profiling. The paper evaluates how mobile game developers utilize big data, machine learning, and predictive analytics to gain insights into player behavior, highlighting the risks associated with data privacy, consent, and exploitation. Drawing on theories of privacy ethics and consumer protection, the study discusses potential regulatory frameworks and industry standards aimed at safeguarding user rights while maintaining the economic viability of mobile gaming businesses.

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