Admin Signals
Admin Signals is for provosts, deans, and CIOs navigating AI governance, vendor decisions, and faculty concerns. Each brief connects campus strategy to what peer institutions are doing now.
The first generation of campus AI policies, rushed into existence between late 2022 and mid-2023, were written in a state of institutional panic, and it shows. Most universities treated generative AI as a security…
Read full essayWhile Stanford and MIT announce billion-dollar AI initiatives, the real innovation in higher education AI adoption is happening in places like Central Piedmont Community College, Rio Salado College, and the Virginia…
Read full essayHere's what the budget hawks won't tell you: the institutions best positioned to lead in the AI age are the ones refusing to abandon their humanities programs. The argument isn't that critical thinking matters (everyone…
Read full essayThe answer to whether your AI task force is governance or theater lies in its structural design. Universities across the country have launched AI governance bodies in response to rapid technological change, but the…
Read full essayAgentic AI is no longer a future consideration—it is arriving in student services now. AI advisors that autonomously schedule appointments and track student progress, financial aid bots that determine eligibility for…
Read full essayHere's what nobody is telling you about the intersection of enrollment decline and artificial intelligence: the same tools that might save your institution could also accelerate your competitors' advantages, and the…
Read full essayLet me save you some costly mistakes. I've watched universities spend millions on AI initiatives only to watch them sputter because nobody could answer basic questions about their data: Where does it live? Who owns it?…
Read full essayAfter three decades of watching universities get burned by technology contracts, I can tell you this with certainty: the AI vendors circling your campus right now are playing a long game, and many of them have no…
Read full essayIf you haven't yet seen AI surface in your accreditation materials, you will soon. Regional accreditors across the country are quietly weaving artificial intelligence into their review frameworks, and institutions that…
Read full essayLet me tell you what I'm hearing across campus conversations: faculty resistance to AI partnerships isn't really about technology rejection. It's about feeling sidelined in decisions that will shape their teaching,…
Read full essayHere's the uncomfortable truth facing university administrators today: most of our assessment methods can no longer reliably measure what students actually know. When a large language model can produce a passable essay…
Read full essayThe conversation has shifted from whether to integrate AI into curricula to how quickly we can prepare graduates for a workforce where AI fluency is as fundamental as computer literacy was two decades ago. Employers…
Read full essayAfter decades of watching universities navigate technological disruption, I've learned this truth: the institutions that succeed with AI aren't the ones with the biggest budgets or the most sophisticated tools. They're…
Read full essayThe conversation has shifted. Over the past year, every major regional accreditor—SACS, HLC, WASC, MSCHE, and the rest—has begun embedding AI-related questions into their review protocols. This isn't hypothetical…
Read full essayAs we delve into the transformative potential of artificial intelligence in higher education, it's crucial for administrators to reflect on Ray Kurzweil's insights regarding deskilling, upskilling, and nonskilling. Each…
Read full essayAs universities navigate the transformative landscape of artificial intelligence, it is crucial for administrators to adopt a proactive approach to readiness. Lehigh University has set a compelling example with its new…
Read full essayWeekly AI in higher education, curated by Chuck Hampton. Free for educators and administrators.
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