Proving mastery in the age of AI: questions higher-ed leaders are asking

There is no single list that fits every discipline. Start with metacognitive skills: self-regulation and the ability to question, verify and evaluate information rather than trust AI output blindly. Which technical or disciplinary skills must stay independent depends on what the assessment is designed to prove.

When AI use is part of the real-world skill. The assessment can then shift from asking whether AI was used to evaluating how well it was used: framing the problem, evaluating the output, catching errors, improving the result and exercising judgment. The right approach depends on the specific skill and learning objective.

The final product may no longer be enough on its own. Richer evidence of process helps: how the learner worked, revised, verified or responded to AI output. For high-stakes claims of independent competence, controlled or proctored demonstrations provide stronger evidence that the response reflects the learner's own capability.

Protecting the evidentiary chain: the institution needs reasonable confidence that the learner produced the response using the capability being assessed. In practice, that means limiting outside tools, using appropriate proctoring controls and matching the level of security to the stakes of the assessment, rather than applying the same controls everywhere.

Constructor Assess is designed to show the reasoning behind an AI-awarded score, highlight relevant parts of the submission and explain why deductions were applied. It can also consider plagiarism and AI-writing reports while checking context and possible false positives. The instructor remains responsible for reviewing the evidence and making the final decision.

A single institution-wide rule will not fit every assessment. Three approaches are common: prohibit AI, allow it with disclosure or boundaries, or actively expect AI use. The policy should follow the learning objective and then be reflected consistently in student guidance, assignment instructions, rubrics and review practices.