The latest from Calvin's desk.
Research, commentary, and field notes on human-centered cybersecurity, the weaponization of AI, organizational risk, and the future of the cyber workforce.
The Modern University Must Become a Platform for Economic Mobility
Higher education has always carried a promise larger than the credential itself. At its best, it expands opportunity, strengthens communities, advances knowledge, and gives individuals the capacity to... ...more
Human Factors ,Higher Education
June 24, 2026•4 min read
Human Factors Engineering and AI Buy-In Among College Faculty
Artificial intelligence is rapidly reshaping higher education, but successful adoption will depend less on the technology itself and more on how well institutions understand the people expected to use... ...more
Human Factors
May 18, 2026•5 min read
AI Disruption Is Higher Education’s Call to Do Better
We need clearer AI policies, stronger student guidance, better faculty support, and assessments that measure judgment, creativity, application, reflection, ethical reasoning, and problem-solving. ...more
AI
May 05, 2026•2 min read
Governing the Digital Workforce: Agentic AI and the Future of Higher Education
Agentic AI will compel institutions to confront a consequential governance question, who is accountable for AI systems that can act, decide, interact with data, and complete tasks across the enterpris... ...more
AI ,Workforce
April 26, 2026•3 min read