Some students log in, submit assignments, and still drop out. So what are we really measuring? In this episode, Shaunak Roy explains why most engagement metrics fail to predict retention and what institutions should be looking at instead. From early risk signals to faculty workload and AI hype, this conversation challenges how higher ed thinks about engagement and what it takes to keep students on track.