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Socio-Economic Impact

Safety is only part of the picture.

Because agents automate entire workflows, not isolated tasks, their diffusion has first-order consequences for labour markets, the distribution of income, and the gap between those who can afford powerful agents and those who cannot.

Labour markets and the future of work

Agentic AI is expected to sharpen labour effects because it automates whole processes, not discrete tasks — accelerating a shift in national income from labour toward capital. Projections suggest roughly one in seven to one in eight workers may need to transition into new occupations by 2030 as agentic automation reshapes clerical, data-entry, and customer-support roles.

"Agentic inequality"

Unequal access to AI agents — and unequal quality of the agents different actors can access — is becoming a significant new axis of economic advantage. Well-resourced firms can deploy more capable agents, better able to exploit regulatory loopholes and act faster than smaller competitors can match, risking durable structures of economic dominance.

Global and cross-country disparities

Agentic AI's economic benefits are likely to accrue faster to high-income countries with skilled workforces and strong digital infrastructure — and by making domestic automation more cost-effective, it may narrow the offshoring channel that has historically supported growth in the Global South.

TAG's socio-economic mandate

Distributional monitoring

Track and publish who is gaining or losing access to high-quality agents, and labour-market outcomes in exposed occupations.

Access & affordability safeguards

Interoperable, lower-cost certified agents so smaller businesses and individuals aren't locked out by cost or gatekeeping.

Cross-sector coordination

Work alongside labour, education, and social-policy institutions on reskilling and social protection.

International equity provisions

Prioritize capacity-building for developing-economy regulators so standards don't codify early-adopter advantage.

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Mission Framework Landscape Impact Get Involved