Operating & evidence · Metrics

How do we know it’s working?

Governance earns its keep when it changes outcomes. Track a small, balanced set across five pillars — each with a leading indicator (effort, early signal) and a lagging indicator (realized result). Start with one of each.

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Leading

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Lagging

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A metric without a baseline and a target is just a number. Set targets per institution; review leading indicators monthly with owners, lagging indicators quarterly with the governance committee.

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