Persistence of learning-dimension correlations with AI tools

Determine whether the correlations among the four learning dimensions—experience, clarity, comfort, and motivation—established in traditional (non-AI) learning environments persist when learning is mediated by artificial intelligence tools such as conversational, generative, and adaptive systems.

Background

Prior research in educational psychology has identified experience, clarity, comfort, and motivation as key, interrelated dimensions influencing learning outcomes, with established correlation patterns in non-AI educational contexts.

The integration of AI (including conversational, generative, and adaptive systems) introduces a new instructional medium, raising uncertainty about whether these previously observed interrelationships among learning dimensions continue to hold under AI mediation.

References

Despite this body of work, two open questions remain in AI-supported learning: whether traditional correlations persist with AI tools, and whether these relationships differ by developmental stage.

Learning Factors in AI-Augmented Education: A Comparative Study of Middle and High School Students  (2512.21246 - Ebli et al., 24 Dec 2025) in Section 2.2 (Learning Dimensions)