Why we need to redesign assessments with generative AI

While some forms of assessment may be better able to withstand the threat posed by Gen AI, many forms of assessment tasks are at risk. There is a need to review assessments and, where they are at risk, redesign these so that students can, with integrity, demonstrate their learning attainment in an AI-enabled landscape.

Approaches that are not sustainable:

  • Strategies to ignore or catch out students using GenAI to cheat in assessment
  • A programme wide use of invigilated in-person exams (which is neither practical nor inclusive (Dawson et al., 2024)

Approaches that are sustainable:

  • Supporting staff to redesign assessments to support greater assessment validity (Dawson et al., 2024)
  • Supporting students to develop ethical approaches to AI in assessment through guided uses of Gen AI in class learning activities and assessments (Bearman et al., 2024)
  • Identifying and responding to reasons why students engage in ‘cognitive offloading’ via use of Gen AI (Dawson, 2020)
  • Focusing attention on the process of learning and on process-based assessment strategies that uncover “evidence as to whether or not the work of learning has occurred” (Ellis & Lodge, 2024)
  • Taking a holistic view of assessment which includes fewer assessment tasks, securing some assessments better, and taking a programme-based approach to collecting evidence of learning (Dawson, 2020)

AUT has created a university-wide assessment framework to support a model of sustainable use of Gen AI in assessment for both students and staff.

Gen AI in assessment at AUT

Assessment sits in one of two channels.

Channel 1 - AI tools cannot be used

  • Secured, controlled assessment tasks where it may be decided that Gen AI tools cannot be used.
  • Programme and course teams will identify the key assessment moments in a programme where the assessment of learning in secure settings is required.

Examples might include viva/interactive oral presentations, supervised on-campus exams, clinical observations.

Channel 2 - AI tools can be used

  • The appropriate use of Gen AI is supported through assessment design.
  • The role and contribution of AI tools to the assessment process and product will be identified.

The role that Gen AI will play in each assessment task must be considered.

References and further reading

More about generative AI and assessment at AUT

AUT takes a whole-of-institution approach to the systematic integration of generative AI (Gen AI) into assessment design. Learn more about what drives our work.

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Assessment design

AUT aims to equip students with knowledge and skills to take them beyond their time at university. A key driver in achieving this objective are AUT’s assessment principles, policy and procedures.

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LTED | Office of Learning, Teaching and Educational Design

LTED is a central AUT service with a team of experienced and dedicated learning designers, educational video specialists and learning technologists.

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