AI Guardrails for Universities: Why an AI Policy Needs a Tech Stack to Enforce It
Release Date: 10/06/2026
Faculty-Led AI at Scale: From UC Santa Barbara to the California Community Colleges
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At UC Santa Barbara, Kavitta Ghai recalls, students waited two days, on average, to get a question answered. For a student whose scholarship was just pulled or whose tuition is due tomorrow, that is too long, and at community colleges, she notes, most classrooms have no teaching assistant at all. She argues AI can now offer the round-the-clock support students have never had, if it is built and governed the right way. In this episode of the , speaks with , CEO and Co-Founder of Nectir. The conversation covers why faculty-led adoption works, how to guardrail AI at the course level, and how to...
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AI Guardrails for Universities: Why an AI Policy Needs a Tech Stack to Enforce It
Changing Higher Ed
Most AI risk at a university does not start with a hacker. It starts with a student, a faculty member, or a researcher copying something out of the learning management system and pasting it into a personal AI account, where every safeguard written into the institution's enterprise licenses no longer applies. In this episode of the , speaks with , Vice President of SLED (State, Local Government, and Education) at Island. The conversation covers the three AI issues facing presidents: academic integrity, compliance around sensitive data, and responsible AI use aligned with institutional...
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FIRE's 2027 College Free Speech Rankings: What Actually Moves a School's Score
Changing Higher Ed
Texas A&M holds a green light rating for its speech policies and still fell from 47th to 192nd in this year's College Free Speech Rankings. Harvard climbed from 245th to 71st without changing a single policy, a sign that how leadership responds to speech controversies matters more than what is written in the handbook. In this episode of the , speaks with , Chief Research Advisor at FIRE, the Foundation for Individual Rights and Expression. The conversation covers the seventh annual College Free Speech Rankings and why institutions with strong written policies can still see their free...
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Washington Update: Title IV Risk, Neg Reg, and the Midterms
Changing Higher Ed
Student loan default and repayment rates have continued to be calculated through years of dormant collections, and some institutions could soon face single-year default rates high enough to threaten their Title IV eligibility. That risk is arriving alongside final OB3 rules, sweeping accreditation proposals from the AIM negotiated rulemaking, and midterm elections that will reshape every committee governing higher education. In this Washington Update episode of the , speaks with Tom Netting, President of TEN Government Strategies. The conversation covers the federal regulatory and political...
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How Gies Gives Every Junior a Live Client Project
Changing Higher Ed
Most institutions measure access at admission and affordability, then ration the experiences that actually change student outcomes to whoever finds them. The experiential learning that employers say they want gets delivered to honors cohorts and groups of thirty while everyone else gets the catalog. In this episode of the , speaks with , Dean of the Gies College of Business at the University of Illinois. The conversation covers how Gies scaled experiential learning from a selective offering into a curricular requirement across every program, and what it cost on the staffing, funding, and...
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Workforce Readiness: Why Higher Ed Struggles to Use Employer Support
Changing Higher Ed
Workforce readiness is usually framed as a funding and program-design problem. In some states and at some institutions, the funding and the employer willingness already exist, and what is missing is a structure on the institution's side that can take the offer and act on it. In this episode of the , speaks with , president of , a central Ohio technology firm building custom software for nonprofits, local governments, and growing organizations. The conversation covers where the public-private partnership between employers and institutions breaks down, and what leaders can change on their own...
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Diversifying Revenue Without Diluting Mission: Inside Rollins College's Innovation Triangle
Changing Higher Ed
Private colleges under enrollment pressure get told to diversify revenue. The venture that follows usually either fails to earn or drags the institution away from the academic identity families were paying for. In this episode of the , speaks with . The conversation covers how a tuition-dependent private structures a diversified budget model without compromising the curriculum that gives its degree value. Barnett walks through the Innovation Triangle, a three-part portfolio Rollins spent more than a decade and $200 million building. The parts run on deliberately different economics: a...
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Adult Learners: Redesign, Don't Just Recruit
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Institutions recruiting adult learners are inserting them into schedules, deadline policies, and course structures designed for 19-year-olds, then treating the resulting attrition as a student problem. The barriers doing the damage are recent design decisions, not fixed features of higher education, and several of them cost almost nothing to remove. In this episode of the , Dr. Drumm McNaughton speaks with , executive director of distance education at the University of Florida's College of Journalism and Communications. The conversation covers when adult learners stop being an enrollment...
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Reputation, Revenue, and the Cost of Silence in Higher Ed Communication
Changing Higher Ed
Most institutions in a crisis don't believe they're in one. The word calls up a scandal with a camera crew outside, and nothing on this week's agenda looks like that, so the answer is often no. In this episode of the , speaks with , founder and CEO of Red Banyan, a strategic communications firm built around high-stakes rapid response. The conversation covers why , and what that definition changes for colleges and universities. Nierman explains why the old instinct to stay quiet and avoid giving oxygen to a fire now cedes the battleground to whoever is willing to characterize your institution,...
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Why Is Enrollment Falling Short When Applications Are Up?
Changing Higher Ed
Applications keep climbing while the class comes up short. The gap sits in the phase most institutions treat as the finish line: what happens after the acceptance letter goes out. In this episode of the , speaks with , Vice President of Spark451, which he co-founded. is a Jenzabar company. The conversation covers why enrollment falls short when admissions and marketing are both performing. Drawing on twenty-five years in university marketing, branding, and enrollment marketing, McGetrick explains what Spark451's focus groups revealed about when families actually begin their due diligence,...
info_outlineMost AI risk at a university does not start with a hacker. It starts with a student, a faculty member, or a researcher copying something out of the learning management system and pasting it into a personal AI account, where every safeguard written into the institution's enterprise licenses no longer applies.
In this episode of the Changing Higher Ed® podcast, Dr. Drumm McNaughton speaks with Dean Scontras, Vice President of SLED (State, Local Government, and Education) at Island. The conversation covers the three AI issues facing presidents: academic integrity, compliance around sensitive data, and responsible AI use aligned with institutional guidelines and mission.
Scontras has spent his career bringing new security and identity technology into state government and higher education, with prior public sector leadership roles at Duo, Auth0, and Wiz. He explains why the visibility an institution needs is about safety rather than policing, why AI has become a board-level decision with more stakeholders than the CISO alone, and why a policy without the tools to enforce it cannot be enforced.
This conversation is especially relevant for presidents, boards, provosts, CIOs, and research leaders deciding how much AI to allow, where to allow it, and how to enforce the line they draw.
Topics Covered
- Why there is no single definition of academic integrity when AI policies vary by college, department, and professor
- Shadow AI and the first step of seeing which AI tools are in use, by whom, and with access to what data
- How personal AI accounts bypass the protections of sanctioned enterprise licenses
- Compliance exposure for CUI and CMMC-governed research data
- Reputational, financial, and research-funding risk from AI-related breaches
- The roles of state governments, technology firms, and institutions in AI safety
- Whether institutions should standardize on a single sanctioned AI platform
Real-World Examples Discussed
- One institution reporting a roughly 30% increase in test scores, and a Berkeley study Scontras cites on a rise in A grades
- R1 and R2 research data governed by CUI and CMMC controls, where an unsanctioned AI tool can circumvent existing compliance
- A blog post by Auburn's CIO, "The Phantom Menace," on how personal AI use undoes enterprise license protections
- States passing AI policy, then asking what technology stack will implement it
- The California State University system contracting with a single AI vendor
Three Key Takeaways for Higher Education Leadership
- Establish an AI policy or playbook first. Every control depends on knowing what the institution allows, for whom, and where.
- Make sure the technology can implement the policy. A "no AI" rule without visibility into what tools are in use and what data they reach cannot be enforced.
- Educate users and the board, and partner with companies whose goals align with AI safety. AI decisions now involve more stakeholders than any single officer.
Read the transcript: https://changinghighered.com/ai-governance-in-higher-education/
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