Work Packages
Four tightly integrated work packages structure the project from co-design, through experimentation, to deployment at classroom scale.
WP1 · Co-design
Assessment & feedback design
- Co-design with IT and Law educators and students.
- Student model, task model, and evidence model specification.
- Design of feedback representations for teachers.
Quantitative ethnographyInterface prototyping
WP2 · Lab studies
Controlled comparisons of GAI use
- GAI vs. non-GAI writing environments in IT & Law.
- Pre/post tests, surveys, and rich process trace data.
- Network models of human–GAI writing processes.
Regression modellingEpistemic network analysis
WP3 · Field study
Real-classroom deployment
- Deployment in existing IT and Law courses.
- Teachers use analytics-driven feedback tools.
- Evaluation of ecological validity and impact on teaching practice.
Ecological validityTeacher feedback analysis
WP4 · Analytics & GAI
Analytics backbone
- Fine-tuned LLMs for IT and Law writing.
- Classifiers for writing and SRL processes.
- Automated writing quality scores & process visualisations.
GAI fine-tuningSRL detectionProcess visualisation