Geoscientists, Except Hydrologists and Geographers
Study the composition, structure, and other physical aspects of the Earth. May use geological, physics, and mathematics knowledge in exploration for oil, gas, minerals, or underground water; or in waste disposal, land reclamation, or other environmental problems. May study the Earth's internal composition, atmospheres, oceans, and its magnetic, electrical, and gravitational forces. Includes mineralogists, crystallographers, paleontologists, stratigraphers, geodesists, and seismologists.
AI Impact Summary
Geoscientists, Except Hydrologists and Geographers faces moderate AI displacement risk with a score of 29/100. This occupation has higher AI displacement risk than 33% of all analyzed occupations. Of 32 analyzed tasks, 1 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Geoscientists, Except Hydrologists and Geographers skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Design Patterns in C# and .NET
by Pluralsight
Estimated Impact
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
32 tasks analyzed
Analyze and interpret geological, geochemical, or geophysical information from sources such as survey data, well logs, bore holes, or aerial photos.
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.
Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.
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.
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.
Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.
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.
Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.
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.
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.
Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.
Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.
Develop applied software for the analysis and interpretation of geological data.
Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.
Develop strategies for more environmentally friendly resource extraction and reclamation.
Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
Identify possible sites for carbon sequestration projects.
Research geomechanical or geochemical processes to be used in carbon sequestration projects.
Research ways to reduce the ecological footprint of increasingly prevalent megacities.
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.
Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.
Develop ways to capture or use gases burned off as waste during oil production processes.
Review environmental, historical, or technical reports and publications for accuracy.
Locate potential sources of geothermal energy.
Collaborate with medical or health researchers to address health problems related to geological materials or processes.
Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.
Determine ways to mitigate the negative consequences of mineral dust dispersion.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Analyze and interpret geological, geochemical, or geophysical information from sources such as survey data, well logs, bore holes, or aerial photos. | 65Estimated | 53.0% | 4% | |
| 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. | 30Estimated | 39.0% | 4% | |
| Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research. | 60Estimated | 51.0% | 3% | |
| Analyze and interpret geological data, using computer software. | 65Estimated | 53.0% | 4% | |
| 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. | 35Estimated | 41.0% | 3% | |
| 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. | 50Estimated | 47.0% | 3% | |
| Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results. | 65Estimated | 53.0% | 3% | |
| Locate and review research articles or environmental, historical, or technical reports. | 50.25Observed | 69.3% | 2% | |
| Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews. | 62.8Observed | 52.1% | 2% | |
| Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities. | 30Estimated | 27.0% | 2% | |
| Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management. | 64.22Observed | 40.7% | 2% | |
| Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers. | 15Estimated | 15.0% | 2% | |
| Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects. | 50Estimated | 47.0% | 2% | |
| Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions. | 60Estimated | 51.0% | 1% | |
| Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery. | 30Estimated | 39.0% | 1% | |
| Develop applied software for the analysis and interpretation of geological data. | 56.83Observed | 49.7% | 1% | |
| Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications. | 55Estimated | 49.0% | 25% | |
| Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments. | 30Estimated | 39.0% | 25% | |
| Develop strategies for more environmentally friendly resource extraction and reclamation. | 50Estimated | 47.0% | 1% | |
| Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems. | 60Estimated | 51.0% | 1% | |
| Identify possible sites for carbon sequestration projects. | 55Estimated | 49.0% | 1% | |
| Research geomechanical or geochemical processes to be used in carbon sequestration projects. | 50Estimated | 47.0% | 1% | |
| Research ways to reduce the ecological footprint of increasingly prevalent megacities. | 50Estimated | 47.0% | 1% | |
| Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination. | 55Estimated | 49.0% | 1% | |
| Study historical climate change indicators found in locations such as ice sheets or rock formations to develop climate change models. | 60Estimated | 51.0% | 1% | |
| Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management. | 30Estimated | 39.0% | 1% | |
| Develop ways to capture or use gases burned off as waste during oil production processes. | 50Estimated | 47.0% | 1% | |
| Review environmental, historical, or technical reports and publications for accuracy. | 87Estimated | 84.0% | 1% | |
| Locate potential sources of geothermal energy. | 60Estimated | 51.0% | 1% | |
| Collaborate with medical or health researchers to address health problems related to geological materials or processes. | 25Estimated | 25.0% | 1% | |
| Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation. | 50Estimated | 47.0% | 1% | |
| Determine ways to mitigate the negative consequences of mineral dust dispersion. | 50Estimated | 47.0% | 1% |
Protective Factors
Total protective discount: 32.5%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$99,240
per year
Mean Wage
$111,310
per year
Employment
23K
workers
Wage Range
$58,790 - $178,880
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsPetroleum Engineers
28%Median salary: $141,280
Higher risk than 31% of other occupations
Environmental Scientists and Specialists, Including Health
32%Median salary: $80,060
Higher risk than 51% of other occupations
Atmospheric and Space Scientists
33%Median salary: $97,450
Higher risk than 57% of other occupations
Geospatial Information Scientists and Technologists
34%Higher risk than 64% of other occupations
Remote Sensing Scientists and Technologists
34%Median salary: $117,960
Higher risk than 64% of other occupations
Product Safety Engineers
35%Median salary: $109,660
Higher risk than 66% of other occupations
Geophysical Data Technicians
36%Higher risk than 69% of other occupations
Validation Engineers
38%Median salary: $117,750
Higher risk than 74% of other occupations
Geographic Information Systems Technicians
38%Higher risk than 76% of other occupations
Environmental Compliance Inspectors
40%Median salary: $78,420
Higher risk than 79% of other occupations
Sales Managers
25%Higher risk than 20% of other occupations
Chief Executives
26%Higher risk than 23% of other occupations
General and Operations Managers
28%Higher risk than 29% of other occupations
Marketing Managers
30%Higher risk than 38% of other occupations
Computer and Information Systems Managers
31%Higher risk than 45% of other occupations
Financial Managers
Recommendations
Skills to Develop
These skills are at risk from AI automation. Geoscientists, Except Hydrologists and Geographers professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Programming
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change