Mostly Resilient

Last Update: 8/30/2026

AI Resilience Score for Farm Equip. Mechanics:

53.7%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient farm equipment mechanics and service technician work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For farm equipment mechanics, six of eight sources had data (no figures from Anthropic or OpenAI Signals). The sources mostly agreed: our AI Resilience Model rated exposure High, while Microsoft and Will Robots Take My Job landed at Medium, keeping confidence at medium. Solid hands-on repair work lifts the score, though a Low Adaptive Capacity rating pulled it back, leaving this career "Mostly Resilient."

AI Resilience Report forFarm Equipment Mechanics and Service Technicians

$56,550 median salary•3,700 annual openings•SOC Code: 49-3041.00

Farm Equipment Mechanics and Service Technicians are somewhat more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Farm equipment mechanics are labeled "Mostly Resilient" because the hands-on, physical parts of the job (like welding, crawling under muddy machinery, and listening to an engine to diagnose a problem) simply cannot be done by AI, and those skills remain at the heart of the work. AI tools are stepping in to handle the more routine tasks, like pulling up repair manuals and logging diagnostic codes, which actually frees technicians up to focus on the trickier, more complex problems that require real human judgment.

Learn more about how you can thrive in this position

This role is mostly resilient

Farm equipment mechanics are labeled "Mostly Resilient" because the hands-on, physical parts of the job (like welding, crawling under muddy machinery, and listening to an engine to diagnose a problem) simply cannot be done by AI, and those skills remain at the heart of the work. AI tools are stepping in to handle the more routine tasks, like pulling up repair manuals and logging diagnostic codes, which actually frees technicians up to focus on the trickier, more complex problems that require real human judgment.

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Analysis of current AI resilience

Farm Equip. Mechanics

Updated quarterly

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Latest AI news for Farm Equip. Mechanics

These articles highlight a promising future for Farm Equipment Mechanics and Service Technicians in the age of AI. For instance, the piece on AI resilience indicates that these roles are structurally insulated from replacement, with a score of 54/100 for automation risk. Additionally, AI tools can enhance efficiency by quickly providing technicians with relevant repair information, making their work faster and more effective. This means that while technology evolves, there will still be a strong demand for skilled mechanics who can adapt and leverage AI advancements to improve service.

More Career Info

Career: Farm Equipment Mechanics and Service Technicians

They fix and maintain farm machines to ensure they work properly, helping farmers plant and harvest crops efficiently.

Employment & Wage Data

Median Wage

$56,550

Jobs (2025)

41,900

Growth (2025-35)

+10.7%

Annual Openings

3,700

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceCore Task

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

2

95% ResilienceCore Task

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

3

95% ResilienceCore Task

Dismantle defective machines for repair, using hand tools.

4

95% ResilienceCore Task

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

5

95% ResilienceCore Task

Repair bent or torn sheet metal.

6

95% ResilienceSupplemental

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

7

94% ResilienceCore Task

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

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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