Every Digital Assessment Needs a Human Appeal

A score appears on a screen. The learner knows that the result may determine admission, progression, graduation or professional opportunity, but cannot see which evidence shaped it, whether a technical error occurred, how an automated recommendation was used or whom to approach before the deadline passes.

A digital assessment can be efficient and still be unjust. It can also be secure and still be invalid. The decisive question is not whether technology participated, but whether the institution can explain the decision, review the evidence, correct an error and provide a meaningful remedy.

Every high-stakes digital assessment needs a human appeal. This is not an invitation to overturn standards whenever a result disappoints. It is a discipline that protects honest candidates, responsible assessors and the legitimacy of the qualification itself.

The Artificial Intelligence in Education Symposium at the Singapore University of Technology and Design is being held on 18 August under the theme Reimagining Education in the Age of Artificial Intelligence. Its programme addresses STEM and design education, learner agency, productive struggle, competency-based curriculum development, AI-supported formative assessment and the difference between a convincing output and demonstrated understanding.

One keynote description warns that a correct solution can be mistaken for an invisible capability. Other sessions ask how AI can support productive struggle, how occupational standards can inform competency-based curriculum and how learners can judge when an…