
AI Will Scale Your Institution’s Existing Bias: A Procurement and Oversight Framework for Higher Ed:
Changing Higher Ed podcast 314 with host Dr. Drumm McNaughton and guest Dr. Karen Panetta
In this episode of Changing Higher Ed, Dr. Drumm McNaughton speaks with Dr. Karen Panetta, Dean of Graduate Education for the School of Engineering at Tufts University, co-inventor of the first digital twin, and an IEEE Fellow. The discussion centers around a practical AI procurement and governance framework for higher education, examining the questions presidents and boards should ask vendors before signing any AI contract and revealing why most products in front of higher ed buyers cannot answer them.
What you’ll gain from listening to this podcast:
✓ Procurement Framework: The four questions every higher ed leader should ask before signing an AI contract.
✓ Bias at Scale: Why AI does not eliminate human bias and instead removes the accountability that used to make it correctable.
✓ Ground Truth Reality:



