Initiative

TutorScale: Trialling A New Elective Module In Which Engineering Students Conduct Structured Dialogues With Large Language Models To Deepen Their Technical Knowledge

SATLE
Digital Learning, Teaching and Learning Practice

About this initiative

Expected outcomes for students: 

This module will make students better engineers. They will identify gaps in their theoretical understanding, fix false intuitions, and stitch together technical concepts from across their programme that have never been explicitly connected. We expect this learning uplift to manifest in the grades they earn in the other technical modules they’ll be taking alongside this elective.

These are ambitions, not guarantees. Deploying technology in education deserves scepticism, and this experimental module is our attempt to find out, carefully and honestly, what structured AI tutoring actually achieves for student learning.

This module will deliver on UNESCO Learning Competencies:

  • AI Literacy and Agency: students interrogate AI dialogue, verify what it tells them against primary sources, and demonstrate understanding through work completed independently away from the screen
  • Digital Literacy and Judgement: students decide how AI accelerates their learning and when it is
    getting in the way

Students will also produce public-facing assessed posters, to be exhibited in a travelling campus roadshow, putting authentic, unmediated student voice in front of colleagues across UCD.

Key deliverables:

  • An experimental Level 3 elective module, piloted twice with iterative refinement between offering.
  • A pre-registered data analysis plan, ethics-approved collection of grades and survey data, and an honest answer to the question: does structured AI tutoring improve student learning? We do not know yet. We will share the results openly across UCD whether they support our hypothesis or not.
  • All curriculum materials and assessment frameworks packaged as reusable resources for adoption across UCD and beyond.
Project Leads Associate Professor Paul Cuffe & Dr John Healy
College UCD College of Engineering and Architecture
School UCD School of Electrical & Electronic Engineering

Lead organisations

University College Dublin

Affiliated organisations

Linked open educational resources

Initiative details

Funding programmes SATLE
Themes Digital LearningTeaching and Learning Practice
Status
Active
Award year
2026
End year
2027

Project lead

Paul Cuffe

John Healy

Contributors