My Current Research

As artificial intelligence continues to shape higher education, this research explores an important question: how can we ensure AI-driven admissions systems remain fair, transparent, and ethical? This website presents the ongoing development of the T.I.E. Framework and its role in guiding responsible admissions practices.

This research is dedicated to the students, educators, and admissions professionals navigating the evolving relationship between technology and higher education. I would also like to acknowledge the mentors, colleagues, and institutional leaders who continue to support ethical innovation in education.