Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques
Cynthia Bailey 2025-02-10

Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques

Thanks to Cynthia Bailey for contributing the article "Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques".

Predictive Modeling of Player Drop-Off Using Ensemble Machine Learning Techniques

This research explores how mobile gaming influences consumer behavior, particularly in relation to brand loyalty and purchasing decisions. It examines how in-game advertisements, product placements, and brand collaborations impact players’ perceptions and engagement with brands. The study also looks at the role of mobile gaming in shaping consumer trends, with a particular focus on young, tech-savvy demographics.

This study examines the sustainability of in-game economies in mobile games, focusing on virtual currencies, trade systems, and item marketplaces. The research explores how virtual economies are structured and how players interact with them, analyzing the balance between supply and demand, currency inflation, and the regulation of in-game resources. Drawing on economic theories of market dynamics and behavioral economics, the paper investigates how in-game economic systems influence player spending, engagement, and decision-making. The study also evaluates the role of developers in maintaining a stable virtual economy and mitigating issues such as inflation, pay-to-win mechanics, and market manipulation. The research provides recommendations for developers to create more sustainable and player-friendly in-game economies.

This study presents a multidimensional framework for understanding the diverse motivations that drive player engagement across different mobile game genres. By drawing on Self-Determination Theory (SDT), the research examines how intrinsic and extrinsic motivation factors—such as achievement, autonomy, social interaction, and competition—affect player behavior and satisfaction. The paper explores how various game genres (e.g., casual, role-playing, and strategy games) tailor their game mechanics to cater to different motivational drivers. It also evaluates how player motivation impacts retention, in-game purchases, and long-term player loyalty, offering a deeper understanding of game design principles and their role in shaping player experiences.

Gaming events and conventions serve as epicenters of excitement and celebration, where developers unveil new titles, showcase cutting-edge technology, host competitive tournaments, and connect with fans face-to-face. Events like E3, Gamescom, and PAX are not just gatherings but cultural phenomena that unite gaming enthusiasts in shared anticipation, excitement, and camaraderie.

This paper provides a comparative analysis of the various monetization strategies employed in mobile games, focusing on in-app purchases (IAP) and advertising revenue models. The research investigates the economic impact of these models on both developers and players, examining their effectiveness in generating sustainable revenue while maintaining player satisfaction. Drawing on marketing theory, behavioral economics, and user experience research, the study evaluates the trade-offs between IAPs, ad placements, and player retention. The paper also explores the ethical concerns surrounding monetization practices, particularly regarding player exploitation, pay-to-win mechanics, and the impact on children and vulnerable audiences.

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