AITakeover Tracker
23%low risk

Roustabouts, Oil and Gas

Assemble or repair oil field equipment using hand and power tools. Perform other tasks as needed.

Higher risk than 12% of occupations

AI Impact Summary

Roustabouts, Oil and Gas faces low AI displacement risk with a score of 23/100. This occupation has higher AI displacement risk than 12% of all analyzed occupations. Of 15 analyzed tasks, 0 are highly automatable. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

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

Information Ordering5%

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

Reading Comprehension10%

Reading Comprehension 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.

Mathematics10%

Mathematics 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)

Manual Dexterity80%

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

Adaptability/Flexibility85%

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

Coordination70%

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

Equipment Maintenance78%

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

Leadership88%

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

Social Perceptiveness90%

Social Perceptiveness 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.

Instructing75%

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

AI-Augmented Skills (7)

MonitoringCritical ThinkingJudgment and Decision MakingActive LearningSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Roustabouts, Oil and Gas 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

-6.4pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

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+$2K/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

Less than High School49%
High School Diploma41%
Post-Secondary Certificate10%

Prior Experience Needed

Work experience required to enter this job

None52%
Up to 1 month11%
1-3 months1%
3-6 months2%
6 months - 1 year20%
1-2 years12%
Over 10 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

None23%
Up to 1 month21%
1-3 months22%
3-6 months12%
6 months - 1 year21%
1-2 years2%

How AI Impacts Each Task

15 tasks analyzed

Keep pipe deck and main deck areas clean and tidy.

Risk: 45.0%AI: 30EstimatedTime: 10%

Guide cranes to move loads about decks.

Risk: 11.0%AI: 5EstimatedTime: 8%

Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.

Risk: 53.0%AI: 50EstimatedTime: 15%

Walk flow lines to locate leaks, using electronic detectors and by making visual inspections, and repair the leaks.

Risk: 17.0%AI: 20EstimatedTime: 8%

Supply equipment to rig floors as requested and provide assistance to roughnecks.

Risk: 11.0%AI: 5EstimatedTime: 10%

Move pipes to and from trucks, using truck winches and motorized lifts, or by hand.

Risk: 47.0%AI: 35EstimatedTime: 10%

Dismantle and repair oil field machinery, boilers, and steam engine parts, using hand tools and power tools.

Risk: 11.0%AI: 5EstimatedTime: 8%

Clean up spilled oil by bailing it into barrels.

Risk: 45.0%AI: 30EstimatedTime: 5%

Bolt together pump and engine parts.

Risk: 45.0%AI: 30EstimatedTime: 5%

Dig drainage ditches around wells and storage tanks.

Risk: 47.0%AI: 35EstimatedTime: 4%

Bolt or nail together wood or steel framework to erect derricks.

Risk: 11.0%AI: 5EstimatedTime: 3%

Cut down and remove trees and brush to clear drill sites, to reduce fire hazards, and to make way for roads to sites.

Risk: 13.0%AI: 10EstimatedTime: 3%

Dig holes, set forms, and mix and pour concrete into forms to make foundations for wood or steel derricks.

Risk: 11.0%AI: 5EstimatedTime: 3%

Lay gas and oil pipelines.

Risk: 11.0%AI: 5EstimatedTime: 5%

Clean trucks used in the fields.

Risk: 45.0%AI: 30EstimatedTime: 3%

Protective Factors

Total protective discount: 25.2%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailIntegrityCooperationConcern for OthersStress ToleranceSelf ControlAdaptability/FlexibilityInitiativePersistenceAchievement/EffortSocial Orientation

Wage & Employment (2024)

Median Wage

$47,510

per year

Mean Wage

$49,060

per year

Employment

45K

workers

Wage Range

$35,650 - $64,010

10th - 90th pct

Wage Distribution

$35,650Median: $47,510$64,010
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Alternate Career Paths

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Higher risk than 3% of other occupations

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19%
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Median salary: $51,650

Higher risk than 4% of other occupations

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25%
Medium Risk

Median salary: $46,480

Higher risk than 18% of other occupations

Farmworkers, Farm, Ranch, and Aquacultural Animals

27%
Medium Risk

Median salary: $36,150

Higher risk than 21% of other occupations

Rail-Track Laying and Maintenance Equipment Operators

30%
Medium Risk

Median salary: $67,370

Higher risk than 37% of other occupations

Derrick Operators, Oil and Gas

33%
Medium Risk

Median salary: $62,740

Higher risk than 51% of other occupations

Rock Splitters, Quarry

34%
Medium Risk

Median salary: $47,460

Higher risk than 58% of other occupations

Tire Repairers and Changers

34%
Medium Risk

Median salary: $37,120

Higher risk than 60% of other occupations

Roof Bolters, Mining

35%
Medium Risk

Higher risk than 64% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 19% of other occupations

Sales Managers

26%
Medium Risk

Higher risk than 19% of other occupations

General and Operations Managers

29%
Medium Risk

Higher risk than 30% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 36% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Financial Managers

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Roustabouts, Oil and Gas professionals should diversify beyond them.

  • Mathematics

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

  • Information Ordering

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

  • Reading Comprehension

    Reading Comprehension 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.

  • Mathematics

    Mathematics 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.

  • Manual Dexterity

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

  • Adaptability/Flexibility

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

  • Coordination

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

  • Equipment Maintenance

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

  • Leadership

    Leadership 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.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking 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 1 scoring run

Checking for existing plan...