EducationMarch 2026Inaugural edition

Health professions programs move assessment from recall to reasoning

Original reporting: STFM

Programs are shifting from multiple-choice toward assessing a student's reasoning process in simulated settings, and adding explicit AI-literacy coursework, as generative AI makes the recalled answer trivial to produce.

Why it matters

The move is concrete: fewer single-answer questions, more tasks that ask a student to show and defend a line of clinical reasoning.

The programs going first treat AI not as a threat to integrity but as the reason to assess something more durable than recall.

The ReasonFirst take

If the model can produce the answer, the answer was never the skill. Assess the defense of the reasoning, not the output.

Who should care

FacultyDeansProgram directorsAssessment leads

What to watch

Whether accrediting bodies treat reasoning-based assessment as compliant, or as a risk to defend against.

A question worth sitting with

Are we assessing what a graduate can produce, or what they can defend?

assessmentcurriculumAI literacy

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