WAC White Papers

Evidence you can act on, from the four WAC centres

Each paper reviews the best published research on one question, weighs the evidence on both sides, and ends with a framework and recommendations for universities, educators, edtech leaders and policymakers. Every claim carries a numbered source.

Cover of AI in Learning Report 2026
WAC Annual Report · 2026 edition

AI in Learning Report 2026

AI is improving the work students hand in faster than what they learn; design, not access, decides the outcome

122 pages · 12 chapters · 271 references · Centre for AI-Powered Learning

Centre for Assessment Excellence

The Return of the Oral Exam: Live Assessment at Scale

What vivas, oral defenses and AI examiners can certify, what they cost and how to run them fairly

65%of UK undergraduates say AI significantly changed assessment

Get the PDFWhite Paper No. 5 · 18 pages · 32 references · PDF
Centre for Skill Development

The Proof-of-Skill Gap: Why Skills-First Hiring Stalled

What employers trust, which credentials pay, and how to make a skill claim count as AI reshapes junior work

1 in 700Upper bound on US hires changed by dropping degree rules

Get the PDFWhite Paper No. 3 · 18 pages · 32 references · PDF

How these papers are written

They are desk research: a synthesis of peer-reviewed studies, working papers, official statistics and quality reporting. WAC ran no survey or trial for them, and they say so. Each reference was opened and checked against the claim it supports before publication, the strongest counter-evidence is included, and figures we calculated ourselves are marked.

  • Sources listed in full, with links
  • Charts drawn from the cited data
  • An original framework in each paper
  • Recommendations for four audiences

Work with the WAC centres

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