The dataset presented in this report comprises the recorded perceptions of approximately 4,000 students in Irish higher education regarding the characteristics, behaviours and skills associated with exceptional teachers; it also provides evidence of the impact of exceptional teachers on their students. The report includes a dialogue between insights from the student data and insights from the teachers they view as exceptional.
This OER presents an updated Assessment Redesign Framework for higher education in the age of GenAI. It supports educators and programme teams in designing valid, transparent, and scalable assessments, integrating AI literacy, process-focused approaches, and guidance on AI detection, large cohorts, and emerging agentic AI challenges.
