
Administrative AI in Higher Ed: Finding the Friction Draining Enrollment, Retention, and Donor Revenue:
Changing Higher Ed podcast 316 with host Dr. Drumm McNaughton and guest Justin Beck
A 4% year-over-year retention gain sounds like a service-desk metric until the dollars get attached to it. At a 5,000-student institution charging $25,000 a year, with roughly 1,500 students per class, that lift compounds across the years a student stays enrolled into real money. Empire State University reported exactly that














