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UWC Leads the Charge: Why AI is a Tool, Not a Teacher, in the Classroom

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Prof Derek Yu Economics. AI literacy for students. South African university AI policy. ChatGPT in higher education. responsible AI use. AI in the classroom UWC. UWC is teaching students how to use AI responsibly
UWC is teaching students how to use AI responsibly

The University of the Western Cape (UWC) is shifting the narrative on Artificial Intelligence (AI) in higher education. While many institutions are still debating whether to ban or embrace tools like ChatGPT, UWC is focused on a more practical challenge: Responsible AI Literacy.

A groundbreaking initiative led by Prof. Derek Yu from the Department of Economics is proving that while AI can polish a structure, it cannot replace the “academic soul” of a research project.


The Tale of Two Students: A Research Experiment

To illustrate the dangers of AI over-reliance, Prof. Yu conducted a workshop series comparing two fictional (but realistic) approaches to an Honours-level assignment. The results were a wake-up call for students looking for a “shortcut.”

FeatureStudent A (AI-Led)Student B (Human-Led)
MethodPrompted ChatGPT to write the entire outline.Studied prescribed materials, drafted own words first.
ResultPolished structure, but lacked depth and theory.Strong contextual framing and realistic data strategy.
Grade55%75%

Prof. Yu’s takeaway was clear: “AI-generated content can sound correct while still being academically weak.” Without a foundational understanding of the subject, students cannot spot the “hallucinations” or logical gaps that AI often produces.

Prof Derek Yu Economics. AI literacy for students. South African university AI policy. ChatGPT in higher education. responsible AI use. AI in the classroom UWC. UWC is teaching students how to use AI responsibly
UWC is teaching students how to use AI responsibly

The “AlphaFlow” of Research: Prof. Yu’s Exercise Series

Rather than just warning students, UWC is actively teaching them how to use these tools effectively. Prof. Yu developed an AI Writing Workshop series that guides students through:

  • Generating research ideas (Brainstorming).
  • Advanced literature search strategies.
  • Drafting summary paragraphs.
  • Designing primary survey questionnaires.

The goal is to use AI to refine ideas rather than invent them.

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