Explainable Machine Learning Models for Predicting Player Retention Patterns
Mary Johnson 2025-02-02

Explainable Machine Learning Models for Predicting Player Retention Patterns

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

Explainable Machine Learning Models for Predicting Player Retention Patterns

The symphony of gaming unfolds in a crescendo of controller clicks, keyboard clacks, and the occasional victorious shout that pierces through the virtual silence, marking triumphs and milestones in the digital realm. Every input, every action taken by players contributes to the immersive experience of gaming, creating a symphony of sights, sounds, and emotions that transport them to fantastical realms and engaging adventures. Whether exploring serene landscapes, engaging in intense combat, or unraveling compelling narratives, the interactive nature of gaming fosters a deep sense of engagement and immersion, making each gaming session a memorable journey.

The debate surrounding the potential impact of violent video games on behavior continues to spark discussions and research within the gaming community and beyond. While some studies suggest a correlation between exposure to violent content and aggressive tendencies, the nuanced relationship between media consumption, psychological factors, and real-world behavior remains a topic of ongoing study and debate.

This paper examines the application of behavioral economics and game theory in understanding consumer behavior within the mobile gaming ecosystem. It explores how concepts such as loss aversion, anchoring bias, and the endowment effect are leveraged by mobile game developers to influence players' in-game spending, decision-making, and engagement. The study also introduces game-theoretic models to analyze the strategic interactions between developers, players, and other stakeholders, such as advertisers and third-party service providers, proposing new models for optimizing user acquisition and retention strategies in the competitive mobile game market.

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 applies systems thinking to the design and analysis of mobile games, focusing on how game ecosystems evolve and function within the broader network of players, developers, and platforms. The study examines the interdependence of game mechanics, player interactions, and market dynamics in the creation of digital ecosystems within mobile games. By analyzing the emergent properties of these ecosystems, such as in-game economies, social hierarchies, and community-driven content, the paper highlights the role of mobile games in shaping complex digital networks. The research proposes a systems thinking framework for understanding the dynamics of mobile game design and its long-term effects on player behavior, game longevity, and developer innovation.

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