Executive summary

A decision tool for higher-education leaders choosing where AI should move from pilot to governed production in enrollment, advising, student services and operations. It links the sector reading to clear rules on privacy, integrity, data and payback.

What is inside

What this report covers

The full sector reading with its indicators, signals and six AI opportunities, plus a scoring method, hard gates, options, a recommended posture, a 90-day plan, governance and KPI tables, a synthetic worked example and copyable tools.

  • The decision the report supports and who should use it
  • Where the sector reading applies, with its strategic signals
  • Inputs, indicators and chart data
  • Defined terms and planning assumptions
  • A weighted scoring method with privacy, integrity and data gates
  • The current-state reading and how to baseline against it
  • Portfolio options and the business case structure
  • The recommended posture and four-quarter sequence
  • A 90-day activation plan with owners
  • Governance forums, risks and triggers
  • KPIs and benefit tracking
  • A synthetic worked example, a failure case and practice
  • Working tools, sources and review record