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Ctrl + Alt + Crit: re-imagining assessment and feedback with Generative AI in Art, Design and Creative disciplines.

Research output: Chapter in Book/Report/Conference proceedingOther chapter contributionpeer-review

Abstract

This case study addresses the profound challenges and opportunities presented by the rapid integration of Generative Artificial Intelligence (GenAI) within higher education assessment practices. Focusing on Art, Design, and Creative (ADC) disciplines, the paper identifies three critical pedagogical tensions intensified by GenAI.
To move beyond defensive institutional stances centred in surveillance and detection, O'Boyle introduces Ctrl + Alt + Crit. This developmental framework reasserts structural control through intentional assessment design (Ctrl), establishes nuanced configurations for human-AI collaboration (Alt), and positions the critical evaluation of AI systems as an examinable academic function.
This case study serves as a conceptual provocation for the higher education sector. It argues that institutions must fundamentally redesign curricula to cultivate and measure distinctively human capabilities such as judgement, authorship, and ethical stance, within an increasingly algorithmic world.
Original languageEnglish
Title of host publicationAssessment and feedback case study compendium 2026
Subtitle of host publicationCreating authentic assessment for an AI-enabled world
EditorsVic Stephenson, Stuart Norton
Place of PublicationYork, UK
PublisherAdvance HE
Pages11-16
Number of pages6
Volume2
Publication statusPublished (in print/issue) - 17 Jun 2026

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 4 - Quality Education
    SDG 4 Quality Education
  2. SDG 10 - Reduced Inequalities
    SDG 10 Reduced Inequalities
  3. SDG 12 - Responsible Consumption and Production
    SDG 12 Responsible Consumption and Production

Keywords

  • Generative A.I.
  • Authentic Assessment
  • Higher Education
  • Higher Education Pedagogy
  • Higher Education Policy
  • Critical AI Literacy
  • Assessment Design

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