Geoscientists, Except Hydrologists and Geographers

Geoscientists, Except Hydrologists and Geographers score 47 out of 100, which is elevated exposure to AI. That ranks #312 of 923 US occupations, where #1 is the most exposed. Of the 32 tasks in this job, AI could speed up 3 on its own and 24 more with extra software built on top of it. In April–May 2026, 3 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

47/ 100

Elevated

Rank: #312of 923 jobs
US workers: 23,470BLS, May 2025
Median pay: $101,920a year
In real AI use: 3 of 32tasks, April–May 2026

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Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

AI can speed this up on its own: 3 (9%)
AI can speed this up with extra software: 24 (75%)
Little or no AI speed-up: 5 (16%)

Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.AI can speed this up on its own · core task
Review environmental, historical, or technical reports and publications for accuracy.AI can speed this up on its own · core task · Seen in real AI use
Develop applied software for the analysis and interpretation of geological data.AI can speed this up on its own · supplemental task · Seen in real AI use
Analyze and interpret geological data, using computer software.AI can speed this up with extra software · core task
Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.AI can speed this up with extra software · core task · Seen in real AI use
Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.AI can speed this up with extra software · core task
Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.AI can speed this up with extra software · core task
Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.AI can speed this up with extra software · core task
Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.AI can speed this up with extra software · core task
Locate and review research articles or environmental, historical, or technical reports.AI can speed this up with extra software · core task
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.AI can speed this up with extra software · core task
Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.AI can speed this up with extra software · supplemental task
Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.AI can speed this up with extra software · supplemental task
Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.AI can speed this up with extra software · supplemental task
Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.AI can speed this up with extra software · supplemental task
Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.AI can speed this up with extra software · supplemental task
Develop strategies for more environmentally friendly resource extraction and reclamation.AI can speed this up with extra software · supplemental task
Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.AI can speed this up with extra software · supplemental task
Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.AI can speed this up with extra software · supplemental task
Locate potential sources of geothermal energy.AI can speed this up with extra software · supplemental task
Research ways to reduce the ecological footprint of increasingly prevalent megacities.AI can speed this up with extra software · supplemental task
Collaborate with medical or health researchers to address health problems related to geological materials or processes.AI can speed this up with extra software · supplemental task
Determine ways to mitigate the negative consequences of mineral dust dispersion.AI can speed this up with extra software · supplemental task
Identify possible sites for carbon sequestration projects.AI can speed this up with extra software · supplemental task
Develop ways to capture or use gases burned off as waste during oil production processes.AI can speed this up with extra software · supplemental task
Research geomechanical or geochemical processes to be used in carbon sequestration projects.AI can speed this up with extra software · supplemental task
Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.AI can speed this up with extra software · supplemental task
Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.Little or no AI speed-up · core task
Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.Little or no AI speed-up · core task
Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.Little or no AI speed-up · core task
Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.Little or no AI speed-up · supplemental task
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.Little or no AI speed-up · supplemental task

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Questions about geoscientists, except hydrologists and geographers and AI

Will AI replace geoscientists, except hydrologists and geographers?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Geoscientists, Except Hydrologists and Geographers score 47 out of 100 (elevated exposure), #312 of 923 US jobs. AI could speed up 27 of the job's 32 tasks, 3 of them on its own, while 5 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which geoscientists, except hydrologists and geographers tasks can AI do?

The most exposed tasks include "Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities"; "Review environmental, historical, or technical reports and publications for accuracy"; "Develop applied software for the analysis and interpretation of geological data".

Which geoscientists, except hydrologists and geographers tasks are hardest for AI?

Tasks with little or no AI speed-up include "Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application"; "Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains"; "Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers".

Are people already using AI for this work?

Yes. In April–May 2026, 3 of the 32 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as geoscientists, except hydrologists and geographers, and what do they earn?

About 23,470 people in the US, with median pay of $101,920 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.