AI Governance for Fall 2026

Client-Only Research

Why Read This Research

AI is moving beyond individual tools and into institutional workflows. This infographic helps higher education leaders determine who owns AI decisions, which uses carry the most risk, what data AI can access, and where human approval is required. It also provides a 90-day roadmap for inventorying and classifying AI uses, setting operating limits, strengthening vendor oversight, and measuring value, risk, and outcomes.

Key Questions Answered

What AI decision rights and ownership must institutions define?
Which factors should institutions assess when evaluating AI use-case risk?
Which decisions must institutions make about data access, agent authority, and human approval?
What vendor oversight, accountability, and measurement practices should institutions establish?

Features

Software Category in Focus: AI Governance
Future Campus Impacts: Employ, Operations, Governance, Risk, Innovate
Author: Alpha Hamadou Ibrahim, PhD, Vice President of Data, Analytics, and AI, Tambellini Group
Research Availability: September 2026

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