From insight to intervention: learning analytics and generative AI support for learning design and educational decision-making
It is argued that the field must now move from demonstrating associations and proposing frameworks towards intervention research that tests causal mechanisms, implementation conditions, longer-term outcomes, and distributional effects and build trustworthy socio-technical infrastructures that enable educators and learn...