Role Broadening
Role Broadening examines role broadening within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and AI agents.
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Workforce Evolution
Role Broadening can materially affect human agency, capability, belonging, livelihoods, culture, trust, resilience and long-term societal outcomes.
8 canonical Subtopics in this Topic.
Smaller Teams with Agents
Smaller Teams with Agents examines smaller teams with agents within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and AI age
Human–Agent Workforce Design
Human–Agent Workforce Design examines human–agent workforce design within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and
Job Displacement
Job Displacement examines job displacement within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and AI agents.
Job Creation
Job Creation examines job creation within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and AI agents.
Skills Transition
Skills Transition examines skills transition within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and AI agents.
Worker Agency
Worker Agency examines worker agency within the broader domain of changes in roles, teams, skills, agency and workforce planning under automation and AI agents.
Workforce Planning Under Automation
Workforce Planning Under Automation examines workforce planning under automation within the broader domain of changes in roles, teams, skills, agency and workforce planning under a
Stories from Workforce Evolution
Scenario narratives — not empirical findings.
Role Broadening
Lucas had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern role broadening.
Read the full story →Smaller Teams with Agents
Melissa finished the task faster than anyone in the room and could not explain how the answer had been reached. Emerging AI, institutional and societal change creates a material need to understand and govern smaller team
Read the full story →Human–Agent Workforce Design
The nearest specialist was four hours away, so the community had become expert at making imperfect systems work. Emerging AI, institutional and societal change creates a material need to understand and govern human–agent
Read the full story →Job Displacement
At the remote site, a plausible alert could stop production, while a missed alert could put a life at risk. Emerging AI, institutional and societal change creates a material need to understand and govern job displacement
Read the full story →Job Creation
The system crossed the border in a day. Its assumptions about language, authority and trust did not travel nearly as well. Emerging AI, institutional and societal change creates a material need to understand and govern j
Read the full story →Skills Transition
The organisation could reach more people with automation, but Nala worried that reach was becoming a substitute for relationship. Emerging AI, institutional and societal change creates a material need to understand and g
Read the full story →Worker Agency
The prototype impressed every investor in the room. The unanswered question on the whiteboard was whether it improved a human outcome. Emerging AI, institutional and societal change creates a material need to understand
Read the full story →Workforce Planning Under Automation
Anika had already told the story three times before the appointment began. Emerging AI, institutional and societal change creates a material need to understand and govern workforce planning under automation.
Read the full story →