  In this short paper, we argue for a refocusing of XAI around human learning
goals. Drawing upon approaches and theories from the learning sciences, we
propose a framework for the learner-centered design and evaluation of XAI
systems. We illustrate our framework through an ongoing case study in the
context of AI-augmented social work.
