Explainable Machine Learning Models for Predicting Player Retention Patterns
Donald Green 2025-02-06

Explainable Machine Learning Models for Predicting Player Retention Patterns

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

Explainable Machine Learning Models for Predicting Player Retention Patterns

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 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 study delves into the various strategies that mobile game developers use to maximize user retention, including personalized content, rewards systems, and social integration. It explores how data analytics are employed to track player behavior, predict churn, and optimize engagement strategies. The research also discusses the ethical concerns related to user tracking and retention tactics, proposing frameworks for responsible data use.

This study investigates the potential of blockchain technology to decentralize mobile gaming, offering new opportunities for player empowerment and developer autonomy. By leveraging smart contracts, decentralized finance (DeFi), and non-fungible tokens (NFTs), blockchain could allow players to truly own in-game assets, trade them across platforms, and participate in decentralized governance of games. The paper examines the technological challenges, economic opportunities, and legal implications of blockchain integration in mobile gaming ecosystems. It also considers the ethical concerns regarding virtual asset ownership and the potential for blockchain to disrupt existing monetization models.

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.

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