AI Job Atlas
AI & jobs · Governorate in Yemen

Sa'dah

Governorate YE-SD Largest city: Sadah
21%
of jobs here are estimated to be exposed to generative AI, below the national 23% (−1.8 pts).
MODEL14th of 21 regions564K exposed workers

Key numbers

PopulationMODEL
≈16.3M
estimated from area
Share of national populationMODEL
39.0%
1st largest of 21
People in workMODEL
2.6M
national total × population share
Highest-exposure jobsMODEL
3.9%
national 4.4%
Area
13.5K km²
Settlement patternMODEL
Rural
1% live in major cities
Largest city
Sadah
106K (metro)
Mapped towns & cities
1
Natural Earth places

AI use

The Anthropic Economic Index does not publish usage for this region. Regions below a minimum number of sampled conversations are left out.

Sector mix

MODEL

Estimated share of jobs by sector, against the national mix.

Sa'dah Yemen
Agriculture 38.3%
Retail & wholesale 23.6%
Public admin 11.3%
Transport & logistics 6.4%
Construction 5.4%
Manufacturing 4.7%
Education 4.6%
Hospitality 1.5%
Health & care 1.4%
Other services 1.2%
Business services 0.6%
ICT & software 0.4%
Finance 0.3%
Mining 0.2%
Utilities 0.2%

Exposed workers by sector

MODEL
Retail & wholesale 190K Public admin 135K Agriculture 71.8K Education 54.8K Transport & logistics 33.6K Manufacturing 18.2K Health & care 14K Construction 13.1K

Ranking in Yemen

MODEL

By modelled AI exposure, out of 21 regions.

11Al Mahrah 23% 12Shabwah 22% 13Ma'rib 22% 14Sa'dah 21% 15Al Mahwit 20% 16Raymah 20% 17Sana'a 20%
About these estimates. No source publishes AI exposure by region for every country. The model splits Yemen's real ILO sector employment across regions using population (Wikidata) and density: denser, capital-city regions get more finance, ICT and professional jobs, and rural regions more farming. Totals match national figures. AI usage figures are measured, not modelled. Methodology

Other regions of Yemen

All of Yemen →