Human-in-the-Loop Is Not One Thing
AIGW Policy Observatory
Human presence is not human authority. Drawing on eight real-world AI deployments, this brief examines who can review, approve, override and make final decisions.
The Observatory's institutional research library brings together reports, policy and research papers, external publication summaries, and downloadable outputs.
AIGW Policy Observatory
Human presence is not human authority. Drawing on eight real-world AI deployments, this brief examines who can review, approve, override and make final decisions.
Qiqing He · World Economic Forum
China is becoming an important test case for what comes after AI adoption: how companies redesign processes, develop people and build workforce systems around the technology. The article examines signals from Chinese enterprises, career development research and China’s emerging employment policy response to AI-driven workforce transformation.
AI workforce transformation is moving beyond tool adoption. This policy brief explains why enterprises need workforce architecture — integrating strategy, workflows, roles, capabilities, governance, and trust — to scale responsible, human-centered AI adoption
Global AI Governance and Workforce Transformation Policy Observatory
How DBS connects enterprise AI deployment to banking role redesign, reskilling and internal mobility, with evidence on operating-model transformation and changing hiring demand.
As AI adoption accelerates across sectors, the central challenge is no longer access to tools but the ability of institutions to redesign workflows, governance, and workforce systems around them. This flagship brief from the Global AI Governance and Workforce Transformation Policy Observatory examines why many organizations remain trapped in fragmented experimentation and outlines a practical framework for moving toward governed, scalable implementation.
Global AI Governance and Workforce Transformation Policy Observatory
本研究报告探讨了人工智能如何改变职业生涯早期阶段的工作、学习和能力发展之间的关系。