Working Annotated Bibliography Snapshot

Web reconstruction from contemporaneous notes supplied by the author; August 2026.

Refined research focus

The research topic of interest is the tension between genAI’s potential for improving statistical learning outcomes and the risk of introducing cognitive laziness. Specifically, I am interested in the extent to which undergraduate life science students' usage of genAI (focusing on ChatGPT) as a personalised learning support for statistics fosters conceptual understanding versus cognitive laziness, and how the way genAI is incorporated into coursework affects which outcome predominates.

Two provisional literature lenses

Personalised learning support: studies examining tailored feedback, pacing, clarification, repeated examples, motivation, engagement, and statistical reasoning.

Cognitive laziness / over-reliance: studies examining cognitive offloading, reduced self-regulation, weaker independent problem-solving, critical thinking, and the difference between task performance and genuine knowledge gain.

These two lenses were useful for organising the draft, but the final synthesis ultimately challenged the simple “pro-AI / anti-AI” split.