AI Capability Assessment for Hiring: What Employers Should Look For
AI capability assessment measures how well candidates work with AI to produce reliable results. Here is what to test for, what to avoid, and how to assess it fairly.
Read articleProof, governance and the
future of institutional AI.
Essays and updates on AIQ, learning provenance, campus governance and enterprise AI capability for leaders shipping real programs.
Filtered research
12 articles
Usage vs. Capability: Why AI Adoption Metrics Don't Tell the Whole Story
AI adoption metrics count activity, not skill. Here is why usage dashboards mislead leaders, and what measuring AI capability reveals instead.
Read article
AI and Emotional Intelligence in Leadership: Does It Help or Hinder?
AI and Emotional Intelligence in Leadership is becoming a critical topic as institutions adopt AI across teaching, learning and administration. Leaders are increasingly using AI to support communication, reflection and decision-making. Ho
Read article
Hiring with AIQ: replacing the PDF résumé ritual
Resumés describe claims. AIQ credentials describe how candidates reason with AI—turning hiring from document review into evidence review.
Read articleAI fluency programs that survive the pilot phase
Enterprises that stop at tool access stall. Fluency programs need measurement, role pathways, and proof of judgment—not more licenses.
Read articleLearning provenance: the missing layer in campus AI
Provenance turns AI-assisted work into evidence of judgment, originality, depth, verification, and growth—not just a polished final draft.
Read articleNeed a deeper brief?
Download white papers on governance, AIQ methodology and enterprise readiness.