In this report, published in the British Journal of Educational Technology, the authors develop and validate a model to understand students’ privacy concerns regarding learning analytics, find that students’ perceived privacy risk and privacy concerns strongly affect their decisions around self-disclosure, and discuss implications for learning analytics systems.