Research Reports
Final Project Report (2026)
The complete findings from our mixed-methods study, including the full literature review, data scraping analysis, and qualitative themes.
Executive Summary
A concise summary of key barriers and policy recommendations for HEI stakeholders.
Training Materials
Course Syllabus
Full breakdown of "Getting Started in AI", covering ML foundations and Python labs.
Download DOCXPromotional Flyer
The recruitment flyer used to advertise the course and research study to undergraduates.
Download PDFMethodology Toolkit
Pre-Training Survey Instrument
Includes AILIT-S items and demographic questions.
Interview Topic Guide
Semi-structured protocol for 45-60 minute depth interviews.
Participant Info Sheet & Consent Form
Ethical approval documentation (REC Ref: 2026-29619).
Code & Data
Research Code Repository
Access the Python scripts used for our NLP analysis of 2,643 PhD listings, including the N-Gram generation pipeline and data cleaning utilities.