Farm Equipment Mechanics and Service Technicians
Diagnose, adjust, repair, or overhaul farm machinery and vehicles, such as tractors, harvesters, dairy equipment, and irrigation systems.
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)
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.
Mathematics 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.
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 Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity 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.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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
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
14 tasks analyzed
Maintain, repair, and overhaul farm machinery and vehicles, such as tractors, harvesters, and irrigation systems.
Dismantle defective machines for repair, using hand tools.
Record details of repairs made and parts used.
Reassemble machines and equipment following repair, testing operation and making adjustments as necessary.
Clean and lubricate parts.
Test and replace electrical components and wiring, using test meters, soldering equipment, and hand tools.
Examine and listen to equipment, read inspection reports, and confer with customers to locate and diagnose malfunctions.
Tune or overhaul engines.
Repair or replace defective parts, using hand tools, milling and woodworking machines, lathes, welding equipment, grinders, or saws.
Drive trucks to haul tools and equipment for on-site repair of large machinery.
Fabricate new metal parts, using drill presses, engine lathes, and other machine tools.
Repair bent or torn sheet metal.
Calculate bills according to record of repairs made, labor time, and parts used.
Install and repair agricultural irrigation, plumbing, and sprinkler systems.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Maintain, repair, and overhaul farm machinery and vehicles, such as tractors, harvesters, and irrigation systems. | 5Estimated | 11.0% | 15% | |
| Dismantle defective machines for repair, using hand tools. | 5Estimated | 11.0% | 10% | |
| Record details of repairs made and parts used. | 92Estimated | 86.0% | 5% | |
| Reassemble machines and equipment following repair, testing operation and making adjustments as necessary. | 5Estimated | 11.0% | 10% | |
| Clean and lubricate parts. | 35Estimated | 47.0% | 5% | |
| Test and replace electrical components and wiring, using test meters, soldering equipment, and hand tools. | 10Estimated | 13.0% | 8% | |
| Examine and listen to equipment, read inspection reports, and confer with customers to locate and diagnose malfunctions. | 60Estimated | 51.0% | 12% | |
| Tune or overhaul engines. | 5Estimated | 11.0% | 10% | |
| Repair or replace defective parts, using hand tools, milling and woodworking machines, lathes, welding equipment, grinders, or saws. | 5Estimated | 11.0% | 10% | |
| Drive trucks to haul tools and equipment for on-site repair of large machinery. | 20Estimated | 17.0% | 5% | |
| Fabricate new metal parts, using drill presses, engine lathes, and other machine tools. | 20Estimated | 17.0% | 4% | |
| Repair bent or torn sheet metal. | 5Estimated | 11.0% | 2% | |
| Calculate bills according to record of repairs made, labor time, and parts used. | 43.75Observed | 66.7% | 2% | |
| Install and repair agricultural irrigation, plumbing, and sprinkler systems. | 5Estimated | 11.0% | 2% |
Protective Factors
Total protective discount: 29.5%
Essential Soft Skills
Traits that are hard for AI to replicate
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
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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
overall change