This conceptual paper presents a validity threat framework for measuring students’ GenAI use in higher education. It identifies threats related to construct definition, response processes, self-report bias, policy context, fairness, and score interpretation, offering practical guidance for stronger measurement, assessment, policy, and pedagogy in AI-integrated education.