The Questions Finance Educators Should Ask About AI
AI is changing the context in which finance is learned. Educators do not need to treat every tool as either a threat or a shortcut. They can use the moment to make reasoning, evidence and professional judgement more visible in the learning process.
What should learners demonstrate?
Learning outcomes can focus on defining a problem, selecting relevant evidence, explaining a method and defending a conclusion. The final paragraph or spreadsheet should not be the only assessed artefact.
How should assessment evolve?
Practical cases can ask learners to critique an AI-generated draft, reconcile it with source data and document what they changed. This tests judgement without pretending that tools do not exist.
How do we teach responsible use?
Learners need clear expectations around confidentiality, attribution, verification and approved tools. A thoughtful policy supports experimentation while keeping accountability visible.