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Live workforce intelligence

Where will AI hit
workers hardest?

Interactive map of AI job displacement risk for 206 countries. Scores built from ILO ILOSTAT labour force survey data and ISCO-08 occupation classifications. Hover any country, filter by region.

206
Countries
2.9B
Workers tracked
--
Global avg score
AI exposure score / 10
Hover any country
AI exposure score / 10
High (5.0+)
Mid (3.5-5.0)
Lower (<3.5)
How to read this

What the score actually measures

Each country score is a weighted average of AI exposure across all occupation groups in that country's workforce. A country with a large share of clerical and professional workers - the two highest-risk groups - will score higher than a country dominated by agricultural and craft workers.

The score does not measure how advanced a country's AI adoption is. It measures how exposed the existing workforce is if AI deployment reaches the levels researchers project by 2028. A high score is not inevitable - it depends on deployment speed, regulation, and how quickly workers can reskill.

Data source: ILO ILOSTAT labour force surveys, ISCO-08 classification, AI exposure scores derived from Felten, Raj, and Seamans (2018) and cross-validated against BLS O*NET task data. All scores on a 0-10 scale.

Score reference

What each score range means for workers

Score Risk level What it means
5.0+ High Large professional and clerical workforce. Significant displacement risk in 1-3 years.
3.5-5.0 Mid Mixed workforce. Some high-risk occupations but offset by lower-risk sectors. Risk emerges 3-6 years.
2.5-3.5 Lower Workforce dominated by manual, agricultural, or trade occupations. AI impact comes later or through different channels.
<2.5 Resilient Heavily agricultural or subsistence economies. Lower near-term AI risk but face robotics and climate disruption instead.
Find out where you personally stand

Your job. Your country. Your actual risk score.

The map shows country-level averages. Your personal risk depends on your specific occupation. Take the 5-question quiz to get your individual score - free, no credit card, takes 90 seconds.