Contact us
← FUURAA AI Frontier Library
EmergingHuman Life, Work & Society1–3 years

Transition support must arrive before displacement

Workers need time, information, training and mobility support before vulnerable roles contract, not only after unemployment appears.

International Monetary Fund25 August 2025Reviewed 26 July 2026
Transition support must arrive before displacementFUURAA original conceptual visual

What the evidence indicates

A concise reading of the source

Workers need time, information, training and mobility support before vulnerable roles contract, not only after unemployment appears.

FUURAA interpretation

Why this could matter

Leading indicators of task change can guide earlier and less costly intervention.

How to read this signal

A direction still taking shape

Multiple developments point in this direction, but timing, adoption and outcomes remain open.

Continue exploring

Related signals in this field

One in four jobs has some generative-AI exposureObserved

One in four jobs has some generative-AI exposure

International Labour Organization

Job transformation is more likely than full replacementObserved

Job transformation is more likely than full replacement

International Labour Organization

Generative-AI exposure has a gender dimensionEmerging

Generative-AI exposure has a gender dimension

International Labour Organization

Editorial notice

This page is educational editorial content, not legal, medical, financial or investment advice. FUURAA’s interpretation is separate from the original source and does not imply endorsement, partnership or product readiness.