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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
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 "Mostly Resilient" because while AI is taking over the time-consuming paperwork and first-pass diagnostics, the hands-on physical work — crawling under machinery, overhauling engines, and troubleshooting a broken combine out in a muddy field — still requires skilled human hands and real-world judgment that no chatbot can replicate. AI tools like dealer chatbots are becoming helpful coworkers that speed up the research and diagnostic side of the job, making each technician more productive rather than pushing them out the door.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is mostly resilient
Farm equipment mechanics are "Mostly Resilient" because while AI is taking over the time-consuming paperwork and first-pass diagnostics, the hands-on physical work — crawling under machinery, overhauling engines, and troubleshooting a broken combine out in a muddy field — still requires skilled human hands and real-world judgment that no chatbot can replicate. AI tools like dealer chatbots are becoming helpful coworkers that speed up the research and diagnostic side of the job, making each technician more productive rather than pushing them out the door.
Read full analysisAnalysis of Current AI Resilience
Farm Equip. Mechanics
Updated Quarterly • Last Update: 5/14/2026

Good news first: AI is mostly helping farm equipment mechanics do their jobs better — not replacing them. Modern tractors and combines have become rolling computers, and dealerships are rolling out AI tools to help technicians keep up. CNH (the parent company of Case IH and New Holland) has already deployed an AI Tech Assistant chatbot that, as the company describes it, simulates conversations to provide a diagnosis and repair plan for CNH brands' machines and scans through terabytes of CNH technical documentation to respond instantly with precise answers to technicians' questions.
The tool is already at work at over 300 authorized agriculture and construction dealer groups in North America, Australia and New Zealand, with global expansion underway, according to reporting in Farm Equipment [1].
Big dealer networks are doing the same. A 24-store John Deere dealership recently described building "StotzGPT [1]," an internal chatbot connected to its own documents so technicians and staff can get fast answers. AI-assisted field diagnostics aim to shrink the time techs spend just figuring out what's wrong, since field technicians can still spend around 45 minutes diagnosing before they can fix anything [2].
The hands-on parts — dismantling machines, cleaning and lubricating parts, overhauling engines, and driving out to a stuck combine in the mud — still require human judgment and physical skill.

AI is being adopted fast on the paperwork and diagnostic side, slowly on the wrench side. A University of Illinois farmdoc study notes that precision agriculture modifies the demand for agricultural labor, with demand shifting from manual to technical and analytical work managing and maintaining sensors, robots, and data platforms, and that farm service technicians have emerged as a critical new occupation, installing, calibrating, and maintaining the digital systems embedded within modern farm machinery (farmdoc daily [3]).
The biggest accelerator is a serious labor shortage. The AED Foundation and Randall Reilly [4] are producing a 2026 report on the economic effect of the technician shortage on the construction and agriculture industries, and farm magazines report that equipment makers are recruiting techs from outside of farming [5] just to fill seats. When you can't hire enough humans, software that makes each tech more productive sells itself.
Adoption is also pulled forward by clear economic wins: an AEM/Kearney study [6] found precision ag delivers a 5% increase in crop farming productivity, 8% reduction in fertilizer use, 9% reduction in herbicide use, 5% reduction in water use, and 7% reduction in fuel consumption, giving farmers and dealers strong reasons to invest in smarter machines and the AI tools that service them.
What slows AI down is the physical reality of the job: rust, mud, busted hydraulic lines, and aging legacy tractors that no chatbot can unbolt. For young people considering this career, the takeaway is hopeful — AI is becoming a coworker that handles boring logs and first-pass diagnostics, while skilled human hands remain very much in demand.

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They fix and maintain farm machines to ensure they work properly, helping farmers plant and harvest crops efficiently.
Median Wage
$52,080
Jobs (2024)
39,000
Growth (2024-34)
+11.0%
Annual Openings
3,700
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Maintain, repair, and overhaul farm machinery and vehicles, such as tractors, harvesters, and irrigation systems.
Dismantle defective machines for repair, using hand tools.
Clean and lubricate parts.
Drive trucks to haul tools and equipment for on-site repair of large machinery.
Repair bent or torn sheet metal.
Reassemble machines and equipment following repair, testing operation and making adjustments as necessary.
Test and replace electrical components and wiring, using test meters, soldering equipment, and hand tools.
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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