Will geoscientists be replaced by AI?
Updated
Geoscientists score 46 of 100 for AI exposure. The largest share of their task time, 79%, is work AI speeds up while they stay in charge. AI can take over 5% outright, and 16% stays with people.
- 5% AI can do it
- 79% AI helps
- 16% Needs a person
Moderate exposure
Higher than 65% of the 923 occupations we scored.
Task by task
We graded 32 tasks, listed here from most to least exposed. AI can do 1 of them today, speeds up 26 and leaves 5 to people.
| Task | AI exposure |
|---|---|
| Locate and review research articles or environmental, historical, or technical reports. Literature search and report retrieval are well suited to AI tools. | 70% AI can do it |
| Develop applied software for the analysis and interpretation of geological data. AI coding assistants write much geoscience software; developer leads testing. | 70% AI helps |
| Analyze and interpret geological data, using computer software. AI coding and analysis tools speed geological data processing considerably. | 60% AI helps |
| Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research. GIS and drafting tools help map and report; geologist validates content. | 55% AI helps |
| Review environmental, historical, or technical reports and publications for accuracy. AI can check reports for inconsistencies; reviewer confirms accuracy. | 55% AI helps |
| Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos. AI can process well logs and survey data; geologist interprets results. | 50% AI helps |
| Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities. AI drafts papers well; teaching and conference talks stay human. | 50% AI helps |
| Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination. AI can review work plan text against criteria; expert makes final call. | 45% AI helps |
| Research ways to reduce the ecological footprint of increasingly prevalent megacities. Literature synthesis and modeling assisted; policy research needs judgement. | 45% AI helps |
| Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions. AI can synthesize hazard data; expert judgement assesses real risk. | 40% AI helps |
Show the other 22 tasks
| Task | AI exposure |
|---|---|
| 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 screen imagery and charts; deposit estimates need expert validation. | 40% AI helps |
| Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models. AI helps analyze proxy datasets; ice and rock sampling remain manual. | 40% AI helps |
| Identify possible sites for carbon sequestration projects. AI can screen geological and spatial data; site selection needs expert review. | 40% AI helps |
| Research geomechanical or geochemical processes to be used in carbon sequestration projects. Simulation and literature analysis assisted; experimental validation stays manual. | 40% AI helps |
| Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects. Regional studies need field data; AI helps with analysis and summaries. | 35% AI helps |
| 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. Groundwater modeling software helps; site verification needs fieldwork. | 35% AI helps |
| Develop strategies for more environmentally friendly resource extraction and reclamation. AI can survey practices and draft strategies; engineering choices stay human. | 35% AI helps |
| Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems. Literature review and data screening assisted; lab and field work manual. | 35% AI helps |
| Locate potential sources of geothermal energy. Geothermal data analysis is AI-assisted; site validation needs fieldwork. | 35% AI helps |
| 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. Hands-on sample handling stays manual; AI aids image and record classification. | 30% AI helps |
| Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications. Desk screening of data helps; deposit confirmation needs field sampling. | 30% AI helps |
| Determine ways to mitigate the negative consequences of mineral dust dispersion. Dust modeling and literature help; mitigation design needs engineering judgement. | 30% AI helps |
| Develop ways to capture or use gases burned off as waste during oil production processes. Literature and process modeling assist; gas capture R&D needs lab work. | 30% AI helps |
| Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation. Literature and scenario modeling assisted; field and impact studies remain manual. | 30% AI helps |
| Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management. Advice to firms and agencies carries professional liability; AI assists research. | 25% AI helps |
| Collaborate with medical or health researchers to address health problems related to geological materials or processes. Collaboration with health researchers is interpersonal; AI helps literature. | 25% AI helps |
| Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management. Nuclear siting advice is heavily regulated; AI supports document research only. | 22% AI helps |
| Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers. Operating field instruments is physical; only data processing is AI-assisted. | 20% Needs a person |
| Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews. Monitoring structure and crews on site is physical; mapping is AI-assisted. | 20% Needs a person |
| 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. Fieldwork and drilling need physical presence; AI only aids planning. | 18% Needs a person |
| Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments. Testing rocks and materials with precision instruments is hands-on lab work. | 15% Needs a person |
| Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery. On-site inspection with test and drilling equipment is physical work. | 12% Needs a person |
How geoscientists compare
All occupations (923)
Life, physical and social science (60)
Pay and outlook in the US
- Median pay
- $101,920 a year, May 2025
- People employed
- 23,470 in the US, May 2025
- Projected change in jobs
- +5.1% from 2024 to 2034
Skills to build
- Build geological maps and cross sections in ArcGIS software
- Write and version geoscience code in Python with Git
- Validate AI-processed well logs against core samples and field data
- Run field sampling and drilling programs on site
- Hold a professional geologist license to sign off on reports
- Produce resource reports in Microsoft Word and Excel
Safer roles nearby
5 related occupations with lower scores.
Questions about geoscientists and AI
Will AI replace geoscientists?
Partly. About 4 in 10 working hours go to tasks AI can already do, mostly literature search and report retrieval plus developing software for geological data analysis. Field sampling, drilling, and on-site measurement stay with geoscientists because they need a person physically present.
Which geoscientist tasks is AI taking over?
Locating and reviewing research articles and technical reports scores 70 on exposure, since AI tools already retrieve and summarize that literature. Developing software for geological data analysis also scores 70, because AI coding assistants write much of the code while the developer leads testing. Interpreting well logs and survey data scores 50, with AI handling processing and the geologist checking results.
Which geoscientist tasks stay human?
Inspecting construction projects scores 12 on exposure, because on-site inspection with test and drilling equipment is physical work. Testing rocks and soil with x-ray, acid, or precision instruments scores 15, since hands-on lab work needs a person at the bench. Planning field surveys and drilling programs scores 18, as fieldwork needs physical presence.
How can geoscientists stay valuable?
Keep doing field sampling and drilling programs, since that work needs a person on site. Validate AI-processed well logs and survey data against core samples and your interpretation. Build ArcGIS map and cross-section skills so you take responsibility for final resource reports. Earn your professional geologist license to sign off on the work.
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