AI Job Atlas
AI & jobs · Autonomous Province in Madagascar

Atsimo-Andrefana

Autonomous Province Largest city: Toliara
10%
of jobs here are estimated to be exposed to generative AI, below the national 10% (−0.2 pts).
MODEL8th of 22 regions158K exposed workers

Key numbers

PopulationMODEL
≈3.2M
estimated from area
Share of national populationMODEL
9.6%
1st largest of 22
People in workMODEL
1.6M
national total × population share
Highest-exposure jobsMODEL
0.8%
national 0.8%
Area
69.2K km²
Settlement patternMODEL
Mixed
4% live in major cities
Largest city
Toliara
115K (metro)
Mapped towns & cities
3
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.

Atsimo-Andrefana Madagascar
Agriculture 70.2%
Retail & wholesale 7.3%
Manufacturing 5.1%
Other services 3.5%
Mining 2.8%
Education 2.5%
Transport & logistics 2.5%
Hospitality 2.0%
Construction 1.7%
Public admin 0.7%
Business services 0.6%
Health & care 0.6%
ICT & software 0.2%
Utilities 0.2%
Finance 0.1%

Exposed workers by sector

MODEL
Agriculture 74.2K Retail & wholesale 26.7K Education 14.8K Other services 8,334 Manufacturing 7,206 Transport & logistics 5,523 Hospitality 5,299 Mining 3,706

Ranking in Madagascar

MODEL

By modelled AI exposure, out of 22 regions.

5Diana 12% 6Boeny 11% 7Sava 11% 8Atsimo-Andrefana 10% 9Analanjirofo 10% 10Atsimo-Atsinanana 10% 11Alaotra-Mangoro 10%
About these estimates. No source publishes AI exposure by region for every country. The model splits Madagascar'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 Madagascar

All of Madagascar →