About the framework

Joe Sabado

Founder of CampusAIExchange.com, writing on responsible AI adoption, governance, and workforce transformation in higher education.

The Nine Domains framework grew out of AI governance work begun in 2023 — as a practitioner inside an institution, as a consultant engaging other campuses and systems, and as a scholar researching the evolving governance landscape.

That work has spanned a university system, a national higher-education technology community, and direct engagement with community colleges, research universities, private universities, a health-sciences institution, an accreditation agency, and industry associations.

In every one of those contexts, the same pattern appeared: institutions working hard on AI governance, but working on pieces of it. The architecture is an original contribution — tested against scholarly research, regulatory analysis, and institutional practice — not a synthesis of existing frameworks.

The Nine AI Governance Domains for Higher Education · Version 1.0, March 2026
General guidance — not legal advice. Confirm applicability with your own counsel, privacy office, and leadership; your institution’s local rules govern.
Part of the Campus AI Framework · Pillar 4
Joe Sabado · CampusAIExchange.com
Licensed CC BY-NC-SA 4.0 · Developed with AI assistance