The framework · Case studies

Governance in action

A ladder of illustrative scenarios per domain, ordered from the simplest single-office situation to the most systemic institution-wide one. Pick a domain, then read down the ladder. The institutions are composite and hypothetical; the mechanics are the ones the framework prescribes.

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Foundational · 1–3 Operational · 4–7 Systemic · 8+
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Situation

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Governance response

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Outcome

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Read full case →

Scenarios are illustrative composites for orientation — not case reports of specific institutions.

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Components engaged
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The scenario

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Governance response, step by step
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Who's accountable
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Outcome & evidence

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Framework elements touched
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