GenAI Success Metrics: Look Beyond Reduced Workload

Matt Harrison Clough / Ikon Images The Research The authors performed a four-year, fixed-window observational analysis of administrative work inside a large U.S. public higher-education institution. Generative AI tools were introduced to executive leaders, operational leaders, and student-facing professionals throughout the organization in 2026. Staffing levels and work hours remained stable across the period studied. […]