Player Modeling in Mobile Games: Predicting Retention and Spending
Brian Phillips 2025-02-07

Player Modeling in Mobile Games: Predicting Retention and Spending

Thanks to Brian Phillips for contributing the article "Player Modeling in Mobile Games: Predicting Retention and Spending".

Player Modeling in Mobile Games: Predicting Retention and Spending

This research investigates how machine learning (ML) algorithms are used in mobile games to predict player behavior and improve game design. The study examines how game developers utilize data from players’ actions, preferences, and progress to create more personalized and engaging experiences. Drawing on predictive analytics and reinforcement learning, the paper explores how AI can optimize game content, such as dynamically adjusting difficulty levels, rewards, and narratives based on player interactions. The research also evaluates the ethical considerations surrounding data collection, privacy concerns, and algorithmic fairness in the context of player behavior prediction, offering recommendations for responsible use of AI in mobile games.

This study examines the impact of cognitive load on player performance and enjoyment in mobile games, particularly those with complex gameplay mechanics. The research investigates how different levels of complexity, such as multitasking, resource management, and strategic decision-making, influence players' cognitive processes and emotional responses. Drawing on cognitive load theory and flow theory, the paper explores how game designers can optimize the balance between challenge and skill to enhance player engagement and enjoyment. The study also evaluates how players' cognitive load varies with game genre, such as puzzle games, action games, and role-playing games, providing recommendations for designing games that promote optimal cognitive engagement.

This research critically analyzes the representation of diverse cultures, identities, and experiences in mobile games. It explores how game developers approach diversity and inclusion, from character design to narrative themes. The study discusses the challenges of creating culturally sensitive content while ensuring broad market appeal and the potential social impact of inclusive mobile game design.

This research conducts a comparative analysis of privacy policies and player awareness in mobile gaming apps, focusing on how game developers handle personal data, user consent, and data security. The study examines the transparency and comprehensiveness of privacy policies in popular mobile games, identifying common practices and discrepancies in data collection, storage, and sharing. Drawing on legal and ethical frameworks for data privacy, the paper investigates the implications of privacy violations for player trust, brand reputation, and regulatory compliance. The research also explores the role of player awareness in influencing privacy-related behaviors, offering recommendations for developers to improve transparency and empower players to make informed decisions regarding their data.

This paper analyzes the economic contributions of the mobile gaming industry to local economies, including job creation, revenue generation, and the development of related sectors such as tourism and retail. It provides case studies from various regions to illustrate these impacts.

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