Constructing Meaning, Not Just Charts: A Cognitive–Instructional Framework for Generative AI Usage in Visualisation Education
Infographics and data visualisations have become the primary mode for organising, teaching, and assessing complex information, and a substantial body of work establishes why they support learning. Generative AI now allows learners to produce sophisticated visualisations from natural-language prompts, removing technical...