Institutional Research in the AI Era: Rethinking Survey Data Workflows
AI adoption in higher ed is outpacing governance. Here’s where AI genuinely helps institutional research — and where a human owner still has to sign off.
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AI adoption in higher ed is outpacing governance. Here’s where AI genuinely helps institutional research — and where a human owner still has to sign off.

Belonging predicts retention independent of grades. Here’s how to build a belonging survey that separates academic and social integration — and acts on it in time.

How Gulf universities can use AI-enabled analytics, stakeholder feedback and governed evidence workflows to strengthen accreditation and continuous improvement.

A practical guide to building student success dashboards that trigger action, not just retrospective reporting.

Qualtrics renewal costs are climbing sharply in 2026. Here’s what’s driving it and how to evaluate your options before your next renewal.



