AI exposure Life, physical and social science
Will AI replace geographers?
Geographers. US occupation 19-3092.
The reading
11.0%
of the time geographers spend on their work goes on tasks where AI is already being used to do that work.of geographers' working hours go on tasks AI has already started taking off their plate.
Ranked 173 of 756 US occupations. More exposed than 77% of them.Further along than 77% of them.
Per cent of working time Square-law scale
Average US job 7.7%
Well above the typical job.Ahead of most of the workforce.
What AI already does for geographersWhat geographers no longer do alone
O*NET lists 12 tasks for geographers. AI use at work shows up in 1 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.
- Write and present reports of research findings.Core task mostly automated 0.94
What it does not touch, yetWhat still needs a human
11 of the 12 tasks show no AI use at work in the data.
- Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales.Core task
- Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment.Core task
- Conduct field work at outdoor sites.Core task
- Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.Core task
- Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras.Core task
- Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps.Core task
Show the other 5
- Locate and obtain existing geographic information databases.Core task
- Provide consulting services in fields such as resource development and management, business location and market area analysis, environmental hazards, regional cultural history, and urban social planning.Core task
- Provide geographical information systems support to the private and public sectors.Core task
- Study the economic, political, and cultural characteristics of a specific region's population.Core task
- Teach geography.Core task
How that compares
Among the 46 life, physical and social science occupations, geographers rank 17. The group averages 12.2%, and its most exposed job is Political Scientists at 45.2%. The average US occupation sits at 7.7%.
Just above in the ranking
- 170Passenger Attendants 11.7%
- 171Recreation and Fitness Studies Teachers, Postsecondary 11.4%
- 172Clergy 11.2%
Just below
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.