AI Job Atlas
AI & jobs · Unitary District in United Kingdom

West Dunbartonshire

Unitary District GB-WDU
36%
of jobs here are estimated to be exposed to generative AI, below the national 37% (−0.5 pts).
MODEL159th of 232 regions14.4K exposed workers

Key numbers

PopulationWIKIDATA
88.9K
as of 2019
Share of national populationWIKIDATA
0.1%
211th largest of 232
People in workMODEL
39.8K
national total × population share
Highest-exposure jobsMODEL
6.1%
national 6.3%
Area
199 km²
447 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 Scotland area (32 map regions), so these figures describe that whole area.
Usage intensityANTHROPIC
0.41×
usage share ÷ population share
Area’s share of national useANTHROPIC
2.9%
0.1% of population
Work-relatedANTHROPIC
34%
national 41%
Automation-styleANTHROPIC
42%
national 45%
Augmentation 58%Automation 42%

Sector mix

MODEL

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

West Dunbartonshire United Kingdom
Health & care 15.4%
Business services 12.7%
Education 11.3%
Retail & wholesale 10.9%
Manufacturing 8.6%
Public admin 7.7%
Construction 6.6%
Other services 6.0%
Hospitality 5.3%
Transport & logistics 5.1%
ICT & software 3.9%
Finance 3.6%
Utilities 1.4%
Agriculture 1.1%
Mining 0.4%

Exposed workers by sector

MODEL
Health & care 2,585 Education 2,092 Business services 2,043 Retail & wholesale 1,470 Public admin 1,435 Manufacturing 835 Finance 737 Other services 690

Ranking in United Kingdom

MODEL

By modelled AI exposure, out of 232 regions.

156West Sussex 36% 157Vale of Glamorgan 36% 158West Lothian 36% 159West Dunbartonshire 36% 160Bedford 36% 161Staffordshire 36% 162Derbyshire 36%
About these estimates. No source publishes AI exposure by region for every country. The model splits United Kingdom'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 United Kingdom

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