AI Job Atlas
AI & jobs · Province in Thailand

Ubon Ratchathani

Province TH-34 Largest city: Ubon Ratchathani
20%
of jobs here are estimated to be exposed to generative AI, above the national 20% (+0.4 pts).
MODEL26th of 77 regions229K exposed workers

Key numbers

PopulationWIKIDATA
1.8M
as of 2014
Share of national populationWIKIDATA
2.8%
3rd largest of 77
People in workMODEL
1.1M
national total × population share
Highest-exposure jobsMODEL
3.1%
national 3.0%
Area
14.6K km²
127 people per km²
Settlement patternMODEL
Mixed
15% live in major cities
Largest city
Ubon Ratchathani
274K (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.

Ubon Ratchathani Thailand
Agriculture 25.6%
Retail & wholesale 18.1%
Manufacturing 16.6%
Hospitality 9.1%
Construction 6.1%
Public admin 4.6%
Other services 4.3%
Transport & logistics 4.3%
Business services 3.9%
Education 2.9%
Health & care 2.2%
Finance 1.1%
Utilities 0.5%
ICT & software 0.4%
Mining 0.2%

Exposed workers by sector

MODEL
Retail & wholesale 60.3K Manufacturing 26.1K Hospitality 24.8K Public admin 22K Agriculture 20.9K Education 14.3K Business services 14.3K Other services 11.3K

Ranking in Thailand

MODEL

By modelled AI exposure, out of 77 regions.

23Prachin Buri 20% 24Chumphon 20% 25Khon Kaen 20% 26Ubon Ratchathani 20% 27Uttaradit 20% 28Nakhon Ratchasima 20% 29Prachuap Khiri Khan 20%
About these estimates. No source publishes AI exposure by region for every country. The model splits Thailand'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 Thailand

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