Why AI-based adaptive learning outperforms game-based strategies in the development of mathematical reasoning

Mathematical reasoning remains the most challenging dimension of the international mathematics literacy framework. As digital transformation reshapes educational practice, AI-based adaptive learning and gamification have emerged as two widely adopted instructional approaches. However, empirical evidence comparing their differential associations with the development of mathematical reasoning remains limited, particularly for pre-service mathematics teachers. This study examines the relationship b