AITakeover Tracker
29%medium risk

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.

Green Enhanced SkillsHigher risk than 33% of occupations

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)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

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 Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

Critical ThinkingWritingJudgment and Decision MakingActive LearningSystems AnalysisMonitoringTechnology Design

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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.3pt risk+$5K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.2pt risk+$4K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

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

Bachelor's Degree50%
Master's Degree4%
Doctoral/Professional Degree25%
Level 94%
Level 1113%
Level 124%

Prior Experience Needed

Work experience required to enter this job

None25%
1-3 months4%
3-6 months4%
6 months - 1 year4%
1-2 years13%
2-4 years25%
4-6 years8%
6-8 years4%
Over 10 years13%

Training Provided After Hiring

How long it typically takes to learn on the job

None13%
Up to 1 month17%
1-3 months8%
3-6 months8%
6 months - 1 year21%
1-2 years21%
4-6 years13%

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.

Risk: 53.0%AI: 65EstimatedTime: 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.

Risk: 39.0%AI: 30EstimatedTime: 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.

Risk: 51.0%AI: 60EstimatedTime: 3%

Analyze and interpret geological data, using computer software.

Risk: 53.0%AI: 65EstimatedTime: 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.

Risk: 41.0%AI: 35EstimatedTime: 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.

Risk: 47.0%AI: 50EstimatedTime: 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.

Risk: 53.0%AI: 65EstimatedTime: 3%

Locate and review research articles or environmental, historical, or technical reports.

Risk: 69.3%AI: 50.25ObservedTime: 2%

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

Risk: 52.1%AI: 62.8ObservedTime: 2%

Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.

Risk: 27.0%AI: 30EstimatedTime: 2%

Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.

Risk: 40.7%AI: 64.22ObservedTime: 2%

Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.

Risk: 15.0%AI: 15EstimatedTime: 2%

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

Risk: 47.0%AI: 50EstimatedTime: 2%

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

Risk: 51.0%AI: 60EstimatedTime: 1%

Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.

Risk: 39.0%AI: 30EstimatedTime: 1%

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

Risk: 49.7%AI: 56.83ObservedTime: 1%

Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.

Risk: 49.0%AI: 55EstimatedTime: 25%

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

Risk: 39.0%AI: 30EstimatedTime: 25%

Develop strategies for more environmentally friendly resource extraction and reclamation.

Risk: 47.0%AI: 50EstimatedTime: 1%

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

Risk: 51.0%AI: 60EstimatedTime: 1%

Identify possible sites for carbon sequestration projects.

Risk: 49.0%AI: 55EstimatedTime: 1%

Research geomechanical or geochemical processes to be used in carbon sequestration projects.

Risk: 47.0%AI: 50EstimatedTime: 1%

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

Risk: 47.0%AI: 50EstimatedTime: 1%

Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.

Risk: 49.0%AI: 55EstimatedTime: 1%

Study historical climate change indicators found in locations such as ice sheets or rock formations to develop climate change models.

Risk: 51.0%AI: 60EstimatedTime: 1%

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

Risk: 39.0%AI: 30EstimatedTime: 1%

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

Risk: 47.0%AI: 50EstimatedTime: 1%

Review environmental, historical, or technical reports and publications for accuracy.

Risk: 84.0%AI: 87EstimatedTime: 1%

Locate potential sources of geothermal energy.

Risk: 51.0%AI: 60EstimatedTime: 1%

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

Risk: 25.0%AI: 25EstimatedTime: 1%

Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.

Risk: 47.0%AI: 50EstimatedTime: 1%

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

Risk: 47.0%AI: 50EstimatedTime: 1%

Protective Factors

Total protective discount: 32.5%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityAnalytical ThinkingAttention to DetailInitiativePersistenceDependabilityIndependenceInnovationAchievement/EffortAdaptability/FlexibilitySelf ControlStress Tolerance

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

$58,790Median: $99,240$178,880
Career Planning

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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

-1.6

overall change

Checking for existing plan...