Assessment Redesign and Critical AI Literacy

QAA’s 2026 Teaching, Learning and Assessment guidance explicitly links AI with authentic assessment, academic integrity, accessibility and evidence-based change. Oral, portfolio, process-based and discipline-specific assessment are gaining traction, reinforced by international examples, but equity, scalability, workload and evidence of improved learning outcomes remain unresolved.