Acceptance of AI-gamified adaptive learning in EFL: bifactor evidence for essential unidimensionality and the limits of subscale scoring

A study on AI-gamified adaptive learning in English-as-a-foreign-language (EFL) contexts suggests that learners' acceptance of these tools is better understood as a general evaluative orientation rather than distinct, separable subdimensions. This challenges conventional multidimensional measurement approaches often used in such evaluations. The research involved 401 Kazakhstani EFL students using a 13-item instrument.

Understanding how users accept new technologies, particularly in educational or training contexts, is crucial for effective implementation and investment. This research highlights the need for rigorous empirical validation of measurement tools, ensuring that strategic decisions regarding technology adoption are based on accurate and well-understood user perceptions. It can guide resource allocation for development and deployment of learning technologies.

AI and gamification are increasingly integrated into language learning methodologies.

Forward consideration, not a verified fact.