Personalized AI Practice Replicates Learning Rate Regularity at Scale

ArXi:2604.03246v1 Announce Type: cross Recent research nstrated that students exhibit consistent learning rates across diverse educational contexts. We test these findings using a dataset of 1.8M (366k post-filtering) student interactions from the digital platform Campus AI providing further evidence to the observation of regularity in learning rate among students. Unlike prior work requiring manual cognitive modeling, Campus AI automatically generates Knowledge Components (KCs) and corresponding exercises, both of which are validated by human experts.