AI Job Atlas
AI & jobs · Metropolitan department in France

Val-de-Marne

Metropolitan department FR-94
35%
of jobs here are estimated to be exposed to generative AI, below the national 35% (−0.6 pts).
MODEL60th of 101 regions217K exposed workers

Key numbers

PopulationWIKIDATA
1.4M
as of 2023
Share of national populationWIKIDATA
2.1%
12th largest of 101
People in workMODEL
625K
national total × population share
Highest-exposure jobsMODEL
5.8%
national 6.0%
Area
235 km²
6,072 people per km²
Settlement patternMODEL
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 Île-de-France area (8 map regions), so these figures describe that whole area.
Usage intensityANTHROPIC
2.74×
usage share ÷ population share
Area’s share of national useANTHROPIC
51.0%
2.1% of population
Work-relatedANTHROPIC
37%
national 37%
Automation-styleANTHROPIC
45%
national 46%
Augmentation 55%Automation 45%

Sector mix

MODEL

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

Val-de-Marne France
Health & care 14.4%
Retail & wholesale 13.2%
Manufacturing 11.5%
Business services 11.2%
Education 8.3%
Public admin 8.2%
Construction 7.0%
Other services 5.9%
Transport & logistics 5.1%
Hospitality 4.5%
ICT & software 3.0%
Agriculture 2.9%
Finance 2.8%
Utilities 1.9%
Mining 0.1%

Exposed workers by sector

MODEL
Health & care 38.8K Business services 28.9K Retail & wholesale 28.3K Education 24.7K Public admin 24.3K Manufacturing 15.8K Other services 10.9K Finance 9,210

Ranking in France

MODEL

By modelled AI exposure, out of 101 regions.

57Côtes-d'Armor 35% 58Hauts-de-Seine 35% 59Seine-Saint-Denis 35% 60Val-de-Marne 35% 61Val-d'Oise 34% 62Essonne 34% 63Territoire de Belfort 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

All of France →