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Work & marketsGlobal+4 clusters01

The AI jobs apocalypse is not visible—but the cost problem is

The broad labor-market collapse predicted by some AI forecasts has not appeared in available employment data, and early deployment still covers only a fraction of the tasks that leading models can theoretically perform. A Guardian analysis argues that imperfect automation can raise the value of the human tasks that remain, while productivity-driven demand can offset some displacement. The harder constraint may be whether unreliable systems, capital costs, and rapidly rising electricity demand allow the promised economic gains to materialize at a socially acceptable price.

3 min
Cognition & learningGlobal+3 clusters02

Shi et al., “Physicians and artificial intelligence diverge in evaluating LLMs on real clinical cases”

This multicenter study involved more than 400 physicians across seven specialties and compared human physician evaluation of LLM outputs with AI-agent evaluation configured to mirror physician assessment. AI evaluators were efficient and directionally aligned with physicians, but did not fully capture human clinical judgment and should not replace physician-centered evaluation.

2 min
Work & marketsEuropean Union+1 clusters03

OpenAI, “Mapping Europe’s AI Workforce Opportunity”

OpenAI Economic Research released the EU version of its AI Jobs Transition Framework, using ESCO occupational categories and Eurostat employment data to map where AI may create growth, automation pressure, workflow reorganization, or slower near-term change. OpenAI classifies about 12% of EU employment in occupations that may grow with AI, 14% in occupations with higher near-term automation potential, 27% in occupations likely to reorganize, and 47% with less immediate change.

2 min