UGC NET Questions (Paper – 1)

Statements A, B, D, E and F express a supportive and ethical approach to learning analytics, while C is clearly inappropriate. Dashboards and early alerts can guide students and teachers, but data must be interpreted in context rather than in a mechanical way. Encouraging goal setting and being transparent about data practices align with learner-centred analytics. Using analytics solely for surveillance and punishment contradicts recommended practice, hence C is excluded.

Option A:
Option A is incorrect because it omits B, which refers to instructors using analytics to identify low engagement and support students. Without B, the set misses an essential supportive use.

Option B:
Option B is incorrect because it omits D, which stresses contextual interpretation of analytics data. Without D, the set underplays how analytics must be understood in context.

Option C:
Option C is incorrect because it omits A, which notes that dashboards can show students their progress. Excluding A makes the set incomplete.

Option D:
Option D is correct because it brings together progress visualisation, early support, context-aware interpretation, student self-regulation and ethical transparency. It rejects C’s punitive-only view, providing a balanced and learner-focused perspective on analytics.