Behavioral Predictors of Microtransaction Spending in Freemium Mobile Games: A Machine Learning Approach
Melissa Collins 2025-02-01

Behavioral Predictors of Microtransaction Spending in Freemium Mobile Games: A Machine Learning Approach

Thanks to Melissa Collins for contributing the article "Behavioral Predictors of Microtransaction Spending in Freemium Mobile Games: A Machine Learning Approach".

Behavioral Predictors of Microtransaction Spending in Freemium Mobile Games: A Machine Learning Approach

Gaming culture has transcended borders and languages, emerging as a vibrant global community that unites people from all walks of life under the banner of shared enthusiasm for interactive digital experiences. From casual gamers to hardcore enthusiasts, gaming has become a universal language, fostering connections, friendships, and even rivalries that span continents and time zones.

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.

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 applies neuromarketing techniques to analyze how mobile gaming companies assess and influence player preferences, focusing on cognitive and emotional responses to in-game stimuli. By using neuroimaging, eye-tracking, and biometric sensors, the research provides insights into how game mechanics such as reward systems, narrative engagement, and visual design elements affect players’ neurological responses. The paper explores the implications of these findings for mobile game developers, with a particular emphasis on optimizing player engagement, retention, and monetization strategies through the application of neuroscientific principles.

This paper offers a historical and theoretical analysis of the evolution of mobile game design, focusing on the technological advancements that have shaped gameplay mechanics, user interfaces, and game narratives over time. The research traces the development of mobile gaming from its inception to the present day, considering key milestones such as the advent of touchscreen interfaces, the rise of augmented reality (AR), and the integration of artificial intelligence (AI) in mobile games. Drawing on media studies and technology adoption theory, the paper examines how changing technological landscapes have influenced player expectations, industry trends, and game design practices.

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