Data Annotations as Pedagogical Hints: From Subjective Labels to Critical Thinking

Machine learning courses often use pre-labelled datasets, hiding the subjectivity of human annotation. This produces an overly trusting view of data and AI models in students, at the expense of interpretive diversity and contestability of algorithmic outputs. We investigated whether manual data anno