AI Job Atlas
AI & jobs · Metropolitan department in France

Haute-Loire

Metropolitan department FR-43
34%
of jobs here are estimated to be exposed to generative AI, below the national 35% (−1.8 pts).
MODEL86th of 101 regions33.6K exposed workers

Key numbers

PopulationWIKIDATA
229K
as of 2023
Share of national populationWIKIDATA
0.3%
86th largest of 101
People in workMODEL
100K
national total × population share
Highest-exposure jobsMODEL
5.5%
national 6.0%
Area
4,994 km²
46 people per km²
Settlement patternMODEL
Very rural
0% live in major cities
Mapped towns & cities
0
Natural Earth places

AI use

ANTHROPIC

Claude.ai conversations, April–May 2026.

Usage is published for the wider Auvergne-Rhône-Alpes area (12 map regions), so these figures describe that whole area.
Usage intensityANTHROPIC
1.10×
usage share ÷ population share
Area’s share of national useANTHROPIC
11.1%
0.3% of population
Work-relatedANTHROPIC
36%
national 37%
Automation-styleANTHROPIC
46%
national 46%
Augmentation 54%Automation 46%

Sector mix

MODEL

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

Haute-Loire France
Health & care 14.5%
Retail & wholesale 13.3%
Manufacturing 12.2%
Business services 8.8%
Education 8.8%
Public admin 7.6%
Construction 7.3%
Other services 6.0%
Transport & logistics 5.3%
Agriculture 5.2%
Hospitality 4.6%
ICT & software 2.1%
Finance 2.1%
Utilities 2.0%
Mining 0.1%

Exposed workers by sector

MODEL
Health & care 6,262 Retail & wholesale 4,572 Education 4,197 Business services 3,673 Public admin 3,623 Manufacturing 2,706 Other services 1,755 Transport & logistics 1,389

Ranking in France

MODEL

By modelled AI exposure, out of 101 regions.

83Jura 34% 84Loir-et-Cher 34% 85Landes 34% 86Haute-Loire 34% 87Dordogne 34% 88Orne 34% 89Haute-Saône 34%
About these estimates. No source publishes AI exposure by region for every country. The model splits France'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 France

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