JOB REPORT / 19-2042 · 32 TASKS

Geoscientists, Except Hydrologists and Geographers.

Can AI do the work of Geoscientists, Except Hydrologists and Geographers?

Mostly it works alongside you. Here is what shifts, task by task.

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How many tasks do you use AI to assist with at work?

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The parts of your job AI can already do most of:

Analyze and interpret geological data, using computer software
Analyze and interpret geological, geochemical, or geophysical information from…
Develop applied software for the analysis and interpretation…

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A guided certificate program in AI-assisted Geoscientists, Except Hydrologists and Geographers work. It covers the 30 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

30 of 32 tasks reviewed

This job has 32 core tasks. We went through 30 of them, one at a time.

Task by task, from the work Geoscientists, Except Hydrologists and Geographers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Analyze and interpret geological data, using computer software.
AI DOES
Processes large datasets, flags patterns, generates visualizations, and suggests interpretations
YOU DO
Apply field knowledge and scientific judgment to decide what the data really means
TASK 02
Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.
AI DOES
Scans and highlights patterns in well logs, seismic data, and geochemical datasets
YOU DO
Apply field knowledge and scientific judgment to interpret what the patterns actually mean
TASK 03
Develop applied software for the analysis and interpretation of geological data.
AI DOES
Writes code drafts, debugs errors, and suggests data analysis libraries
YOU DO
Apply deep geological knowledge to decide what the software should actually measure and mean
TASK 04
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 DOES
Drafts report text, suggests map layouts, and organizes data into charts from input datasets
YOU DO
Interpret ambiguous field observations and make expert calls on geological meaning
TASK 05
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 DOES
Scans aerial photos and datasets to flag patterns, anomalies, and likely deposit zones
YOU DO
Apply field experience and scientific judgment to evaluate risk and confirm what the data really means
TASK 06
Research ways to reduce the ecological footprint of increasingly prevalent megacities.
AI DOES
Searches literature, summarizes findings, and drafts reports on green infrastructure and urban geology strategies
YOU DO
Apply field knowledge and local geoscience context to evaluate what will actually work on the ground
TASK 07
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 DOES
Runs water flow models, analyzes datasets, and flags contamination patterns in reports
YOU DO
Visit the site, collect samples, and stake your professional judgment on the final recommendation
TASK 08
Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.
AI DOES
Scans satellite imagery, seismic data, and soil records to flag patterns and anomalies
YOU DO
Apply field expertise and local context to make final safety judgments
TASK 09
Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.
AI DOES
Drafts paper sections, summarizes sources, and suggests clearer wording
YOU DO
Bring your field data, scientific judgment, and presence to conferences and classrooms
TASK 10
Review environmental, historical, or technical reports and publications for accuracy.
AI DOES
Flags inconsistencies, checks citations, and summarizes key claims in reports
YOU DO
Apply field knowledge and professional judgment to verify scientific accuracy
TASK 11
Locate potential sources of geothermal energy.
AI DOES
Scans large geologic and thermal datasets to highlight candidate zones
YOU DO
Verify promising sites with field surveys and expert interpretation
TASK 12
Identify possible sites for carbon sequestration projects.
AI DOES
Scans geological databases, maps subsurface formations, and highlights candidate areas based on rock type and depth criteria
YOU DO
Apply field expertise to assess real-world site risks, uncertainties, and suitability that data alone cannot capture
TASK 13
Research geomechanical or geochemical processes to be used in carbon sequestration projects.
AI DOES
Searches scientific literature, summarizes findings, and helps analyze geochemical data patterns
YOU DO
Apply field knowledge and expert judgment to evaluate site-specific risks and uncertainties
TASK 14
Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.
AI DOES
Searches scientific literature, summarizes methane hydrate studies, and drafts scenario comparisons
YOU DO
Weigh real-world geological risk, interpret ambiguous field data, and make judgment calls on environmental trade-offs
TASK 15
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.
AI DOES
Analyzes maps, models subsurface data, and drafts technical summaries
YOU DO
Visit sites, collect samples, and make final safety and suitability calls
TASK 16
Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.
AI DOES
Scans work plans, flags gaps, and compares cleanup methods to known standards and past case studies
YOU DO
Apply site-specific knowledge and professional judgment about whether the plan will actually work in the ground
TASK 17
Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.
AI DOES
Searches literature, finds patterns in climate data, and helps build and test climate models faster
YOU DO
Go into the field, collect samples, and apply deep geological judgment to interpret what the data really means
TASK 18
Develop strategies for more environmentally friendly resource extraction and reclamation.
AI DOES
Summarizes research, models environmental impact scenarios, and drafts strategy frameworks
YOU DO
Apply on-site knowledge and make judgment calls about community, safety, and regulation
TASK 19
Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.
AI DOES
Scans geologic maps, satellite imagery, and existing databases to highlight candidate deposit areas
YOU DO
Visit sites, collect samples, and confirm quality through hands-on testing and local knowledge
TASK 20
Determine ways to mitigate the negative consequences of mineral dust dispersion.
AI DOES
Searches literature, summarizes dust control methods, and helps model dispersion scenarios
YOU DO
Apply site-specific field observations and weigh real-world tradeoffs for each unique location
TASK 21
Develop ways to capture or use gases burned off as waste during oil production processes.
AI DOES
Searches research databases, models gas chemistry, and summarizes existing capture methods
YOU DO
Apply site-specific geology and engineering judgment to design practical, safe solutions
TASK 22
Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.
AI DOES
Searches literature, summarizes site geology reports, flags known fault lines or seismic hazards in databases, and drafts sections of technical documents
YOU DO
Visit sites, interpret ambiguous field data, weigh regulatory risk, and sign off on safety-critical recommendations
TASK 23
Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
AI DOES
Scans research databases, summarizes known deposits, and spots patterns in geochemical data
YOU DO
Get into the field, collect samples, and apply deep geological instinct to find what no dataset yet describes
TASK 24
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.
AI DOES
Helps design survey plans, analyzes existing datasets, and suggests optimal sampling locations using maps and models
YOU DO
Be physically present in the field to adapt plans, collect samples, and make real-time judgment calls about terrain and conditions
TASK 25
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.
AI DOES
Speeds up mineral and rock classification, pattern-matches sample data, and searches scientific literature
YOU DO
Get outside, collect real samples, and apply expert judgment to what you see and feel in the field
TASK 26
Collaborate with medical or health researchers to address health problems related to geological materials or processes.
AI DOES
Searches scientific literature, summarizes findings on geology-health links, and drafts reports or proposals
YOU DO
Build trust with medical partners and apply on-the-ground geological knowledge to real health problems
TASK 27
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.
AI DOES
Analyzes test data, flags patterns in spectral or chemical results, and suggests mineral identifications
YOU DO
Handle samples, run instruments, and apply field judgment to ambiguous or unusual specimens
TASK 28SOURCE-BACKED TASK
Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.
AI DOES
Analyzes site data and generates design options
YOU DO
Judge safety, feasibility, and local needs
About this analysis
24% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 29SOURCE-BACKED TASK
Locate and review research articles or environmental, historical, or technical reports.
AI DOES
Finds relevant sources and summarizes key findings
YOU DO
Judge which insights actually answer your question
About this analysis
23% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 30SOURCE-BACKED TASK
Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.
AI DOES
Analyzes sensor data and creates draft maps
YOU DO
Judge safety risks and guide crews
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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AT A GLANCE

Occupation: Geoscientists, Except Hydrologists and Geographers
SOC code: 19-2042
Tasks reviewed: 30 of 32

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $101,920 · BLS OEWS 2025
Median pay (Colorado): $114,410 · BLS OEWS 2025
Employed (national): 23,470
Employed in Colorado: 1,480
Job outlook: +3.2% by 2034 · ~2,000 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

How does this fit your work?

Earn a certificate in your job

Your job, task by task.

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.

Develop applied software for the analysis and interpretation of geological data.

Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.

Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.

Research ways to reduce the ecological footprint of increasingly prevalent megacities.

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.

Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.

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.

Locate potential sources of geothermal energy.

Identify possible sites for carbon sequestration projects.

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.

Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.

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.

Determine ways to mitigate the negative consequences of mineral dust dispersion.

Develop ways to capture or use gases burned off as waste during oil production processes.

Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.

Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.

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.

Collaborate with medical or health researchers to address health problems related to geological materials or processes.

Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.

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.

Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.

Practice AI.Use your judgment.

Practice AI.
Use your judgment.