The paper argues that privacy risk is limited because its pipeline consumes curated concept text and prerequisite relations rather than learner behavioral records or student logs from the upstream MOOCCubeX corpus. The scoping decision separates this work from MOOC-style studies that rely on per-student interaction traces, and confines the remaining ethical surface to dataset licensing and pedagogical misuse rather than personal-data privacy.