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Home News Ed-Tech

AI in Assessment: Are We Headed for Another Academic Witch Hunt?

Michael BaronbyMichael Baron
July 28, 2026
in Ed-Tech
Smarter Admissions: 4 Ways AI is Transforming the Student Recruitment Landscape
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The rapid adoption of artificial intelligence by university students has reignited a familiar debate across Australian higher education. Reports of widespread AI use in assessments have prompted renewed calls for tougher detection tools, stricter policies and more robust academic integrity measures.

But before the sector declares a crisis, it is worth asking a more fundamental question: are universities responding to a genuine escalation in misconduct, or are they simply witnessing a technological shift in how students learn?

A recent article published by The Conversation cited data suggesting that 53.6 per cent of assessment submissions contained some form of AI-generated content, while around 10 per cent contained more than 80 per cent AI-authored material. At first glance, those figures appear alarming. Yet they also deserve careful interpretation.

Using AI is no longer an unusual behaviour. For many students, generative AI has become as commonplace as search engines or spellcheck software. Expecting students not to use these tools at all is increasingly unrealistic. The real question is not whether AI is being used, but whether it is being used appropriately.

That distinction is often lost in public debate.

Many universities now require students to declare how they have used AI in completing assessments. Yet there remains significant confusion about what constitutes acceptable use. Students frequently misunderstand declaration requirements, not because they are attempting to deceive, but because the rules themselves continue to evolve. If governments, businesses and universities are still debating the boundaries of responsible AI use, it should hardly be surprising that students are also navigating that uncertainty.

None of this is to excuse deliberate academic misconduct.

There will always be students looking for the easiest path, whether that involves copying AI-generated responses directly into an assignment or finding other ways to avoid genuine learning. Universities should continue to address those cases firmly.

Before ChatGPT and other generative AI tools arrived, academic integrity was hardly perfect. Plagiarism, essay mills and contract cheating were already significant challenges for institutions. The proportion of students deliberately attempting to circumvent assessment requirements has arguably remained relatively stable. What has changed is the method.

If around five to ten per cent of students are now submitting assessments that rely almost entirely on AI, that figure is not dramatically different from historical estimates of serious plagiarism or other forms of academic misconduct before AI became mainstream.

In some respects, generative AI may even reduce other forms of cheating. Rather than paying third parties to write essays, students now have access to tools they can use themselves. That does not make the behaviour acceptable, but it does suggest that AI may be replacing existing forms of misconduct rather than creating an entirely new epidemic.

The more productive conversation is therefore not about detection software, but assessment design.

Many educators have already begun redesigning assessment tasks to incorporate AI rather than attempting to exclude it. Asking students to critique AI-generated responses, explain where the technology is wrong, or demonstrate their own reasoning alongside AI outputs are all examples of assessments that better reflect the realities graduates will face in the workplace.

These approaches shift the emphasis from policing technology to developing critical thinking, judgement and digital literacy.

There is another dimension to the debate that receives far less attention.

While universities continue scrutinising student AI use, academics themselves are increasingly incorporating AI into teaching, research, administration and content development. As AI becomes embedded across every aspect of higher education, institutions will need to apply the same principles of transparency and integrity to staff as they expect from students.

The challenge facing universities is therefore much broader than catching students using ChatGPT.

Artificial intelligence is reshaping higher education for everyone. Rather than launching another academic witch hunt, the sector may be better served by focusing on assessment reform, clearer guidance and realistic expectations about how AI will coexist with teaching and learning.

The technology is here to stay. The question is whether universities will continue fighting it, or learn how to assess students effectively in a world where AI is simply part of everyday learning.

Tags: AI
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Michael Baron

Michael Baron

Dr Michael Baron has over 20 years of Experience in IT Project Management, Data Analytics & Digital Transformation Consulting as well as Managing, Developing and Delivering both Postgraduate and Undergraduate University Programs as well as supervising Research Projects & Degrees. In 2003, he founded Baron Consulting - a boutique digital transformation consulting agency & currently – he is Associate Professor of Business & Data Analytics/Academic Dean of the Analytics Institute of Australia.

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