AITakeover Tracker
16%low risk

Farm Equipment Mechanics and Service Technicians

Diagnose, adjust, repair, or overhaul farm machinery and vehicles, such as tractors, harvesters, dairy equipment, and irrigation systems.

Higher risk than 2% of occupations

AI Impact Summary

Farm Equipment Mechanics and Service Technicians faces low AI displacement risk with a score of 16/100. This occupation has higher AI displacement risk than 2% of all analyzed occupations. Of 14 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%

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)

Equipment Maintenance78%

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

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.

Leadership88%

Leadership 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.

Social Perceptiveness90%

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

Coordination70%

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

Service Orientation82%

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

AI-Augmented Skills (7)

Critical ThinkingJudgment and Decision MakingActive LearningMonitoringSystems AnalysisWritingTechnology Design

Recommended Courses

Courses matched to Farm Equipment Mechanics and Service 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

-6.8pt risk+$3K/yr salary

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

-5pt risk+$3K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.6pt risk+$3K/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 School5%
High School Diploma42%
Some College34%
Post-Secondary Certificate8%
Associate's Degree8%
Level 103%

Prior Experience Needed

Work experience required to enter this job

None4%
Up to 1 month1%
1-3 months12%
6 months - 1 year34%
1-2 years22%
2-4 years25%
4-6 years2%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month7%
1-3 months18%
3-6 months12%
6 months - 1 year22%
1-2 years31%
2-4 years10%

How AI Impacts Each Task

14 tasks analyzed

Maintain, repair, and overhaul farm machinery and vehicles, such as tractors, harvesters, and irrigation systems.

Risk: 11.0%AI: 5EstimatedTime: 15%

Dismantle defective machines for repair, using hand tools.

Risk: 11.0%AI: 5EstimatedTime: 10%

Record details of repairs made and parts used.

Risk: 86.0%AI: 92EstimatedTime: 5%

Reassemble machines and equipment following repair, testing operation and making adjustments as necessary.

Risk: 11.0%AI: 5EstimatedTime: 10%

Clean and lubricate parts.

Risk: 47.0%AI: 35EstimatedTime: 5%

Test and replace electrical components and wiring, using test meters, soldering equipment, and hand tools.

Risk: 13.0%AI: 10EstimatedTime: 8%

Examine and listen to equipment, read inspection reports, and confer with customers to locate and diagnose malfunctions.

Risk: 51.0%AI: 60EstimatedTime: 12%

Tune or overhaul engines.

Risk: 11.0%AI: 5EstimatedTime: 10%

Repair or replace defective parts, using hand tools, milling and woodworking machines, lathes, welding equipment, grinders, or saws.

Risk: 11.0%AI: 5EstimatedTime: 10%

Drive trucks to haul tools and equipment for on-site repair of large machinery.

Risk: 17.0%AI: 20EstimatedTime: 5%

Fabricate new metal parts, using drill presses, engine lathes, and other machine tools.

Risk: 17.0%AI: 20EstimatedTime: 4%

Repair bent or torn sheet metal.

Risk: 11.0%AI: 5EstimatedTime: 2%

Calculate bills according to record of repairs made, labor time, and parts used.

Risk: 66.7%AI: 43.75ObservedTime: 2%

Install and repair agricultural irrigation, plumbing, and sprinkler systems.

Risk: 11.0%AI: 5EstimatedTime: 2%

Protective Factors

Total protective discount: 29.5%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityAttention to DetailSelf ControlIntegrityPersistenceCooperationAnalytical ThinkingConcern for OthersAdaptability/FlexibilityIndependenceAchievement/EffortInitiative

Wage & Employment (2024)

Median Wage

$52,080

per year

Mean Wage

$55,290

per year

Employment

37K

workers

Wage Range

$36,920 - $76,860

10th - 90th pct

Wage Distribution

$36,920Median: $52,080$76,860
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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Median salary: $59,810

Higher risk than 2% of other occupations

Signal and Track Switch Repairers

18%
Low Risk

Median salary: $83,600

Higher risk than 3% of other occupations

Recreational Vehicle Service Technicians

18%
Low Risk

Median salary: $50,540

Higher risk than 4% of other occupations

Motorboat Mechanics and Service Technicians

19%
Low Risk

Median salary: $54,950

Higher risk than 5% of other occupations

Automotive Master Mechanics

20%
Low Risk

Median salary: $49,670

Higher risk than 6% of other occupations

Bus and Truck Mechanics and Diesel Engine Specialists

20%
Low Risk

Median salary: $60,640

Higher risk than 6% of other occupations

Electric Motor, Power Tool, and Related Repairers

20%
Low Risk

Median salary: $53,990

Higher risk than 7% of other occupations

Mobile Heavy Equipment Mechanics, Except Engines

21%
Low Risk

Median salary: $63,980

Higher risk than 9% of other occupations

Maintenance and Repair Workers, General

24%
Low Risk

Median salary: $48,620

Higher risk than 16% of other occupations

Control and Valve Installers and Repairers, Except Mechanical Door

26%
Medium Risk

Median salary: $74,690

Higher risk than 21% of other occupations

Sales Managers

25%
Medium Risk

Higher risk than 20% of other occupations

Chief Executives

26%
Medium Risk

Higher risk than 23% of other occupations

General and Operations Managers

28%
Medium Risk

Higher risk than 29% of other occupations

Marketing Managers

30%
Medium Risk

Higher risk than 38% of other occupations

Advertising and Promotions Managers

31%
Medium Risk

Higher risk than 43% of other occupations

Computer and Information Systems Managers

31%
Medium Risk

Higher risk than 45% of other occupations

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. Farm Equipment Mechanics and Service Technicians 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

    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.

  • Equipment Maintenance

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

  • 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.

  • Leadership

    Leadership 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.

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.

  • 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.

  • Monitoring

    Monitoring 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

-1.8

overall change

Checking for existing plan...