AITakeover Tracker
31%medium risk

Geological Sample Test Technicians

Test or analyze geological samples, crude oil, or minerals to detect presence of petroleum, gas, or mineral deposits indicating potential for exploration or production or to determine physical or chemical properties to ensure that products meet quality standards.

Green Enhanced SkillsHigher risk than 45% of occupations

AI Impact Summary

Geological Sample Test Technicians faces moderate AI displacement risk with a score of 31/100. This occupation has higher AI displacement risk than 45% of all analyzed occupations. Of 17 analyzed tasks, 2 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)

Information Ordering5%

High reliance on Information Ordering 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.

Mathematics10%

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

Mathematics10%

Mathematics 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.

Programming15%

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

AI-Resistant Skills (11)

Adaptability/Flexibility85%

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

Complex Problem Solving75%

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

Manual Dexterity80%

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

Coordination70%

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

Social Perceptiveness90%

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

Equipment Maintenance78%

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

Persuasion80%

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

Leadership88%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringWritingActive LearningJudgment and Decision MakingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Geological Sample Test Technicians 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

-7.6pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courserabeginner

Google UX Design Professional Certificate

by Google

~5 months$49/mo4.8Certificate
Enhances AI augmentation: Critical Thinking

Estimated Impact

-5.2pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.4pt risk

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

Post-Secondary Certificate10%
Associate's Degree10%
Bachelor's Degree52%
Doctoral/Professional Degree24%
Level 95%

Prior Experience Needed

Work experience required to enter this job

None10%
Up to 1 month14%
1-3 months10%
3-6 months5%
6 months - 1 year24%
1-2 years14%
2-4 years19%
Over 10 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month24%
1-3 months19%
3-6 months19%
6 months - 1 year14%
1-2 years10%
2-4 years14%

How AI Impacts Each Task

17 tasks analyzed

Test and analyze samples to determine their content and characteristics, using laboratory apparatus or testing equipment.

Risk: 44.4%AI: 43.43ObservedTime: 13%

Collect or prepare solid or fluid samples for analysis.

Risk: 43.0%AI: 25EstimatedTime: 12%

Compile, log, or record testing or operational data for review and further analysis.

Risk: 65.5%AI: 40.85ObservedTime: 10%

Prepare notes, sketches, geological maps, or cross sections.

Risk: 51.0%AI: 60EstimatedTime: 8%

Assemble, operate, or maintain field or laboratory testing, measuring, or mechanical equipment.

Risk: 13.0%AI: 10EstimatedTime: 8%

Participate in geological, geophysical, geochemical, hydrographic, or oceanographic surveys, prospecting field trips, exploratory drilling, well logging, or underground mine survey programs.

Risk: 13.0%AI: 10EstimatedTime: 8%

Prepare or review professional, technical, or other reports regarding sampling, testing, or recommendations of data analysis.

Risk: 57.0%AI: 75EstimatedTime: 8%

Adjust or repair testing, electrical, or mechanical equipment or devices.

Risk: 13.0%AI: 10EstimatedTime: 6%

Plot information from aerial photographs, well logs, section descriptions, or other databases.

Risk: 85.2%AI: 90EstimatedTime: 5%

Participate in the evaluation of possible mining locations.

Risk: 53.0%AI: 65EstimatedTime: 4%

Assess the environmental impacts of development projects on subsurface materials.

Risk: 49.0%AI: 55EstimatedTime: 4%

Supervise well exploration, drilling activities, or well completions.

Risk: 21.0%AI: 15EstimatedTime: 3%

Prepare, transcribe, or analyze seismic, gravimetric, well log, or other geophysical or survey data.

Risk: 86.0%AI: 92EstimatedTime: 3%

Participate in the evaluation of possible geothermal energy plant locations.

Risk: 51.0%AI: 60EstimatedTime: 2%

Inspect engines for wear or defective parts, using equipment or measuring devices.

Risk: 15.0%AI: 15EstimatedTime: 2%

Test and analyze samples from potential underground carbon sequestration sites.

Risk: 47.0%AI: 50EstimatedTime: 2%

Collaborate with hydrogeologists to evaluate groundwater or well circulation.

Risk: 25.0%AI: 25EstimatedTime: 2%

Protective Factors

Total protective discount: 26.6%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailIntegrityDependabilityAnalytical ThinkingInitiativePersistenceAchievement/EffortCooperationIndependenceAdaptability/FlexibilitySelf ControlStress Tolerance
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Geological Sample Test Technicians professionals should diversify beyond them.

  • Information Ordering

    High reliance on Information Ordering 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.

  • Mathematics

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

  • Mathematics

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

  • Memorization

    Memorization 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.

  • Adaptability/Flexibility

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

  • Complex Problem Solving

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

  • Manual Dexterity

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

  • Coordination

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

  • Social Perceptiveness

    Social Perceptiveness 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.

  • Monitoring

    Monitoring 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.

  • Active Learning

    Active Learning 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.

Score History

Risk score over 2 scoring runs

-5.1

overall change

Checking for existing plan...