Redesigning Assessments for AI-Enhanced Learning

Excellent Educator, Volume: 3, Issue: 2, Page: 1


Summary

Academic Insights

  • Generative AI challenges traditional assessment focused on recall and reproduction.
  • Educators are redesigning assessments to preserve authenticity and integrity.
  • The Against–Avoid–Adopt–Explore framework guides practical responses to AI.
  • AI-resistant assessments emphasize reasoning, reflection, and contextual judgment.
  • Assessment redesign is a pedagogical necessity, not just a policing response.

Apply This Now

  • Classify each assessment task using the four-part framework before redesign.

Add This in Your Lesson

Require students to justify decisions and reasoning, not just final answers.

Avoid This Mistake

Treating AI purely as a cheating problem instead of a design signal.

Keywords

Assessment redesign; Generative AI; Academic integrity; Higher education

Source/Citation

Khlaif, Z. N., et al. (2025). Redesigning assessments for AI-enhanced learning: A framework for educators in the generative AI era. Education Sciences, 15(2), 174. https://doi.org/10.3390/educsci15020174

Excellent Educator. (2026). Redesigning Assessments for AI-Enhanced Learning. Excellent Educator, 3(2), 1

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