A large-language-model analysis of 18,797 work tasks across 124 economies found automation-exposed task shares ranging from 3.3% in the least-exposed economy to 61.6% in the most, rising with income but varying widely within income groups
The Global Automation Atlas study, authored by Prashant Garg, Tommaso Crosta, and Jasmin Baier, used a large language model to classify 18,797 work tasks across 124 economies. The study found that the share of tasks exposed to automation varied from 3.3% in the least-exposed economy to 61.6% in the most-exposed economy. This share generally increased with income but showed considerable variation within income groups.
Verified 2026-09-15
Track with InsiderWhy it matters
Countries differ widely in how much work AI could take on, so its effects will not be the same everywhere.
More on Labour
- AI hiring intensity doesn't track the size of a country's AI industry. Stanford's 2026 AI Index, drawing on Lightcast's job-postings database across dozens of countries, found the 2025 leader for AI-skill job-posting share by a wide margin was Singapore, at 4.69% of all job postings — nearly double the 2.6% share in the United States
- Stanford's 2026 AI Index, citing Lightcast's job-postings database, found that even as employer demand shifted toward newer agentic-AI skills, mentions of generative AI skills specifically in US AI job postings still grew, from 2024 to 2025, by 111%
- The information sector — telecom, media, tech services — led US corporate AI hiring in 2025. Lightcast data cited in Stanford's 2026 AI Index found AI skills required in 13.2% of the sector's job postings, up from 7.8% in 2024
FREE · NO CARD
Facts like this, six days a week
The Daily Receipts on weekdays, The Weekly Brief on Saturday — six sourced facts a day by email, two more than the free site shows. Every one traced to the filing it came from. Free.
Get the free daily briefFree · No card · Unsubscribe anytime
Join now and you start with 100 Receipts on The Receipts Ledger — your first step toward a free year of Insider or Pro. How it works →
See today's issue →