Explainable Machine Learning Models for Predicting Player Retention Patterns
Samuel Jenkins 2025-02-06

Explainable Machine Learning Models for Predicting Player Retention Patterns

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

Explainable Machine Learning Models for Predicting Player Retention Patterns

From the nostalgic allure of retro classics to the cutting-edge simulations of modern gaming, the evolution of this immersive medium mirrors humanity's insatiable thirst for innovation, escapism, and boundless exploration. The rich tapestry of gaming history is woven with iconic titles that have left an indelible mark on pop culture and inspired generations of players. As technology advances and artistic vision continues to push the boundaries of what's possible, the gaming landscape evolves, offering new experiences, genres, and innovations that captivate and enthrall players worldwide.

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 research critically examines the ethical considerations of marketing practices in the mobile game industry, focusing on how developers target players through personalized ads, in-app purchases, and player data analysis. The study investigates the ethical implications of targeting vulnerable populations, such as minors, by using persuasive techniques like loot boxes, microtransactions, and time-limited offers. Drawing on ethical frameworks in marketing and consumer protection law, the paper explores the balance between business interests and player welfare, emphasizing the importance of transparency, consent, and social responsibility in game marketing. The research also offers recommendations for ethical advertising practices that avoid manipulation and promote fair treatment of players.

This research investigates how mobile gaming influences cognitive skills such as problem-solving, attention span, and spatial reasoning. It analyzes both positive and negative effects, providing insights into the potential educational benefits and drawbacks of mobile gaming.

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.

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