AI Job Atlas
AI & jobs · Metropolitan department in France

Hautes-Pyrénées

Metropolitan department FR-65 Largest city: Tarbes
36%
of jobs here are estimated to be exposed to generative AI, above the national 35% (+0.2 pts).
MODEL39th of 101 regions36K exposed workers

Key numbers

PopulationWIKIDATA
231K
as of 2023
Share of national populationWIKIDATA
0.3%
85th largest of 101
People in workMODEL
101K
national total × population share
Highest-exposure jobsMODEL
6.0%
national 6.0%
Area
4,533 km²
51 people per km²
Settlement patternMODEL
Mixed
24% live in major cities
Largest city
Tarbes
54.9K (metro)
Mapped towns & cities
1
Natural Earth places

AI use

ANTHROPIC

Claude.ai conversations, April–May 2026.

Usage is published for the wider Occitania area (13 map regions), so these figures describe that whole area.
Usage intensityANTHROPIC
0.61×
usage share ÷ population share
Area’s share of national useANTHROPIC
5.6%
0.3% of population
Work-relatedANTHROPIC
36%
national 37%
Automation-styleANTHROPIC
47%
national 46%
Augmentation 54%Automation 47%

Sector mix

MODEL

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

Hautes-Pyrénées France
Health & care 14.0%
Business services 13.2%
Retail & wholesale 12.9%
Manufacturing 10.7%
Public admin 8.5%
Education 7.8%
Construction 6.7%
Other services 5.8%
Transport & logistics 5.0%
Hospitality 4.4%
ICT & software 3.9%
Finance 3.5%
Agriculture 1.8%
Utilities 1.8%
Mining 0.1%

Exposed workers by sector

MODEL
Health & care 6,136 Business services 5,556 Retail & wholesale 4,480 Public admin 4,103 Education 3,770 Manufacturing 2,396 Finance 1,861 ICT & software 1,768

Ranking in France

MODEL

By modelled AI exposure, out of 101 regions.

36Ille-et-Vilaine 36% 37Mayotte 36% 38Pyrenees-Atlantics 36% 39Hautes-Pyrénées 36% 40Finistère 36% 41Cher 36% 42Corrèze 35%
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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