Jobs & Economy
Anticipate job displacement and champion the creation of new career paths through re-skilling and innovation.
AI is reshaping work faster than most people can adapt—and the risks aren’t evenly shared.
AI can boost productivity, reduce costs, and create new kinds of value—but without intentional design, it can also concentrate power, depress wages, and widen inequality. The question isn’t whether jobs will change; it’s whether transitions will be humane, fair, and supported.
Many organizations are adopting AI in fragments—tool by tool, team by team—without a workforce strategy that protects people. Communities then absorb the shock: sudden role obsolescence, unstable gig work, and missing safety nets.
Humanity in AI focuses on early warning, practical transition pathways, and shared responsibility—so people aren’t left behind while the economy evolves.
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What We're Seeing
Productivity gains are rising, but stability and bargaining power are weakening.
Across industries, the same patterns keep showing up:
- Displacement and wage pressure as tasks are automated and roles are redefined.
- Winner-take-all dynamics where data monopolies and platforms capture outsized value.
- Algorithmic management that increases surveillance, reduces autonomy, and “gigifies” traditional jobs.
- Growing mismatch between what employers need and what education/training systems can deliver quickly.
- Uneven impacts by region, income level, and access to reskilling—compounding existing inequality.
The risk isn’t only job loss—it’s the normalization of precarious work and an economy that becomes more efficient, but less livable.
What We Do
We build the transition infrastructure that turns disruption into opportunity.
We help partners plan for workforce change before it becomes a crisis. In practice, that means:
- Identifying AI-disrupted sectors early and mapping “at-risk tasks → emerging roles” pathways.
- Co-developing scalable reskilling blueprints with portable credentials and real hiring demand behind them.
- Convening employers, educators, and governments to deliver inclusive reskilling at scale as a shared responsibility.
- Advancing standards and incentives so companies provide reskilling before layoffs, not after.
- Supporting economic safety nets and transition models (including pilots like guaranteed income) where appropriate.
- Elevating and protecting uniquely human work—care, creativity, leadership, judgment, and community-building.
What Changes Because of This
Fewer people fall through the cracks—and more people gain real pathways into the new economy.
When transitions are designed intentionally:
- Workforce change becomes planned and supported, not sudden and destabilizing.
- More workers move into new roles with dignity—with training that actually leads to jobs.
- Employers reduce churn and backlash by building trustworthy transition practices.
- Communities gain economic resilience instead of absorbing repeated waves of disruption.
- The benefits of AI are more likely to be shared, not captured by a few.
Who We Work With
We work with the institutions that shape livelihoods—so the future of work is humane by design.
We collaborate with organizations working at the intersection of:
- Employers, HR/People teams, and industry associations
- Workforce boards, community colleges, and training providers
- Labor unions and worker advocacy groups
- Local and national governments (labor, economic development, social services)
- Philanthropy and funders supporting workforce transitions
- Researchers and data partners tracking labor-market change
- Platforms and vendors building workplace AI and automated management tools
Key Issues
- Displacement and wage pressure; weakened worker bargaining power
- Power concentration & inequality (winner-take-all platforms, data monopolies)
- Gigification and precarity of jobs through automated management/surveillance
- Global deterioration of economy due to mass layoffs, obsolescence of job roles, and deficient fair safety nets (e.g., guaranteed income pilots)
Key Objectives
• AI-disrupted sectors are identified early and high-growth opportunities to guide new workforce strategies and become part of normal strategy.
• Blueprints are developed for scalable transition programs, targeted training initiatives, and portable skill pathways and new job entries.
• Educators,governments, and companies partner to deliver inclusive reskilling at scale as a shared responsibility.
• Companies are required and incentivized to provide reskilling opportunities before implementing layoffs, embedding ethical standards into workforce transitions.
• Reskilling initiatives and new job paths are promoted and celebrated.
• Fair policies,economic safety nets, and alternative income models — including guaranteed income — are supported and become standard process.
• Human creativity and uniquely human roles are safeguarded and elevated.