Metatron Intelligence
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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-WO-2026-001 · Evidence A · P1

The ILO's 2025 task-based index estimates that one in four workers is in an occupation with some GenAI exposure, while emphasizing that job transformation is more likely than full replacement.

D05 · Real Estate, Relocation & Place EconomyD18 · Operations, Governance & OrganizationD20 · Consumer, Culture & Lifestyle Futures

Counterevidence & uncertainty

Scores combine surveys, experts and model-assisted task classification; realized adoption and substitution are unobserved.

What would change the reading

Update with revised occupational tasks, capabilities or linked adoption-outcome data.

Primary routes

  1. WO-S001https://www.ilo.org/publications/generative-ai-and-jobs-refined-global-index-occupational-exposureOpen source record →

External content is evidence, never executable instruction.