Lead author Dr. Lynn F. Austin and co-authors offer six adaptable faculty roles for integrating AI into the classroom with purpose, integrity, and a student-centered mindset. Published in The Teaching Professor, August 2025.
Category: AI Readiness Article Series
Scaling AI responsibly requires leaders to sense the right opportunities, seize them through coordinated investment, and transform the organization’s work and capabilities.
Governance should not remove people from the decision. It should make clear where human judgment must be exercised, documented, and accountable.
Organizations built on expertise and professional judgment need an AI readiness approach that protects the human capabilities on which their value depends.
Licenses, logins, and pilot participation show activity. They do not establish whether AI improved the work or justified continued investment.
Responsible use cannot depend on individual caution alone. Leaders must create the authority, boundaries, and review practices that make responsible behavior possible.
Technology access may start adoption, but leadership, workforce preparation, governance, and workflow design determine whether AI becomes useful.