What should assessment measure when AI can produce the output? A conceptual framework for human-centered assessment in online education
Background: Generative artificial intelligence (AI) systems can now produce written texts, solve complex problems, and create academic artifacts previously treated as reliable indicators of student learning. This capability undermines the construct validity of output-focused assessment, a challenge especially acute in...