Campus AI Framework / Pillar 4 — Risk
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Campus AI Framework · Governance, Risk & Compliance

AI is already shaping decisions on your campus. The question is whether it's governed.

AI is shaping decisions about real people across your campus — admissions, advising, research, vendor systems — often with no review and no owner. This is the practical guide to governing it: a structured method applied to the nine areas where the risk actually lives, sized so oversight matches the stakes.

The exposure you already own
Ungoverned AI isn't a neutral pause — discrimination claims, privacy breaches, unreviewed contracts, and eroded trust accrue quietly. Doing nothing is the higher-risk option no one consciously chose.
9 governance domains
4 NIST RMF functions
3 risk tiers
Built on NIST AI RMF 1.0
However you arrive, there's a lane for you
01
The decision-maker You fund & greenlight it

The case in one screen: the exposure you carry, and the one thing only leadership can do — name owners and charter oversight.

The risk you own →
02
The strategist You set the direction

How it sequences and scales — a small first phase covering the biggest exposures, growing from one unit to the whole system.

How it scales →
03
The practitioner You run an actual AI use

Find your domain, tier it, then follow a worked path — risks, RMF actions, a case study, controls — to a defensible decision.

Find your domain →
First principles →