AI in Higher Education

What does it mean when AI in higher education ignores 150 years of progress? The University of Pennsylvania recently marked 150 years since women were first admitted — a milestone that underscores how deeply historical context is missing from modern AI training data. Today’s models often treat gender equity as resolved, even when disparities in faculty representation, funding, and leadership persist. This isn’t just a data gap — it’s an epistemological blind spot. How can AI guide equitable policies if it doesn’t know what ‘equity’ looks like across generations? Let’s discuss how we build AI that learns from history, not just current snapshots. Source: https://penntoday.upenn.edu/news/150-years-women-penn View and join any or all of our communities — AI, quantum, and real estate: https://alex-companies.com/reports/linkedin-groups If there's an AI, quantum, or real estate community you'd like to see us convene, tell us — this portfolio grows by request.
George Arnold Alexander III, MPA
Partner, ALEX Companies
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Source data: Source: University of Pennsylvania · Published November 10, 2026
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