Workforce AI literacy: The missing link in global AI governance

However, a critical question remains largely unaddressed: how to train the workforce to use AI responsibly and effectively. Many employees are already using generative AI for tasks like drafting and research without structured training, guidance, or a proper understanding of its limitations. This 'shadow AI' creates legal risks, as confidential information might be exposed and unverified output could lead to scrutiny.

While national AI governance focuses on regulation and accountability, workforce AI literacy ensures individuals can use the technology safely and critically. Even with strong AI strategies and policies, their effectiveness is compromised if employees cannot apply the rules. Existing UN initiatives target national capacity and education systems, but there is a gap in practical, role-specific training within workplaces.

An AI-literate employee should be able to select appropriate tools, protect sensitive information, recognize errors, verify claims, maintain independent judgment, and understand when not to use AI. The UN AI Governance for Humanity Lab could support baseline competencies and train-the-trainer programs. Governments should integrate AI literacy into workforce development plans, professional bodies should define competent AI use, and employers should treat AI competence as a professional skill, d