UK AI Exposure · Professional occupations
Physical scientists
Physical scientists study relationships between matter, energy and other physical phenomena, the nature, composition and structure of the Earth and other planetary bodies and forecast weather conditions and electrical, magnetic, seismic and thermal activity.
- Employees (UK)
- 10k
- Median annual pay
- £53,142
- Exposure score ?
- 1.1/10 Minimal 8.6/10 Very high strict reading · with tools is 8.6/10 with-tools reading · strict is 1.1/10
- Wage exposure
- £58m £457m
Higher exposure than 57% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.
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Review environmental, historical, or technical reports and publications for accuracy.
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Develop applied software for the analysis and interpretation of geological data.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Analyze and interpret geological data, using computer software.
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Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.
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Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Geoscientists, Except Hydrologists and Geographers" (19-2042.00).
What AI can already do
3 of 32 tasks · unaided
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.
Where humans still hold the line
29 of 32 tasks
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.
Analyze and interpret geological data, using computer software.
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.
Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.
Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.
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.
Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.
Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.
Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.
Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.
Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.
Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.
Locate and review research articles or environmental, historical, or technical reports.
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.
Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.
Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.
Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.
Develop strategies for more environmentally friendly resource extraction and reclamation.
Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.
Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
Locate potential sources of geothermal energy.
Research ways to reduce the ecological footprint of increasingly prevalent megacities.
Collaborate with medical or health researchers to address health problems related to geological materials or processes.
Determine ways to mitigate the negative consequences of mineral dust dispersion.
Identify possible sites for carbon sequestration projects.
Develop ways to capture or use gases burned off as waste during oil production processes.
Research geomechanical or geochemical processes to be used in carbon sequestration projects.
Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.
Tasks via O*NET "Geoscientists, Except Hydrologists and Geographers" (19-2042.00).
What AI can already do
27 of 32 tasks · with tools
Analyze and interpret geological data, using computer software.
Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.
Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.
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.
Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.
Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.
Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.
Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.
Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.
Locate and review research articles or environmental, historical, or technical reports.
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.
Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.
Review environmental, historical, or technical reports and publications for accuracy.
Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.
Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.
Develop strategies for more environmentally friendly resource extraction and reclamation.
Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.
Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
Locate potential sources of geothermal energy.
Research ways to reduce the ecological footprint of increasingly prevalent megacities.
Collaborate with medical or health researchers to address health problems related to geological materials or processes.
Determine ways to mitigate the negative consequences of mineral dust dispersion.
Identify possible sites for carbon sequestration projects.
Develop ways to capture or use gases burned off as waste during oil production processes.
Research geomechanical or geochemical processes to be used in carbon sequestration projects.
Develop applied software for the analysis and interpretation of geological data.
Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.
Where humans still hold the line
5 of 32 tasks
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.
Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.
Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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