Beyond the Essay: Teaching AI Literacy for Academic Success episode artwork

EPISODE · Jun 1, 2026 · 52 MIN

Beyond the Essay: Teaching AI Literacy for Academic Success

from Mind Shift: Learning 2049 · host MELD Institute

What happens to higher education when the "proxy" for thinking—the academic essay—is broken by Generative AI? In this episode of Mind Shift, Adam White and Robert Wells are joined by Cassie Thu Ngan Ngo to discuss the urgent need to move beyond banning AI and toward "AI Literacy."Cassie discusses some of the findings of her research into AI in higher education, "Integrating AI literacy into EAP: A pathway to academic success?" (https://www.sciencedirect.com/science/article/pii/S0889490624000504). The study introduces a novel framework, AI for Academic Purposes (AIAP), which helps students move from "outsourcing" their work to AI to using it as a critical tool for development.This conversation dives into the shifting paradigms of the modern classroom:The AI Literacy Framework: How to teach students to critically evaluate AI output rather than just prompt-hacking.The Death of the Proxy: Why we can no longer assume that a good essay equals a good thinker, and how to assess the "thinking process" instead.Ethics & Bias: Addressing the "unseen" issues of AI, from environmental impact to gender and racial bias in training data.The Future of Assessment: Why Vivas (oral exams) and reflective practice are becoming the new gold standard in a GenAI world.The Social Cost of Tech: A discussion on student "atomization" and whether we need a "digital detox" to restore human-to-human interaction in universities.Guest Bio:Cassie is an Academic teaching English for Academic Purposes (EAP) at the University of Manchester. Her research work focuses on the integration of AI literacy into pathway programs, ensuring international students are equipped for an AI-assisted workforce.MELD Institute is an education consultancy offering support in curriculum development, online programme design, and training to schools and higher education institutions. We create tech solutions, including bespoke education apps to support and enhance learning. Visit our website for more information: www.MELD.InstituteTags: #AILiteracy #HigherEducation #GenAI #AcademicIntegrity #UniversityAssessment #AIAP #EdTech #FutureOfLearning #MindShift #AcademicEnglish #GenerativeAI #EAP

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