Will AI replace agricultural engineers?

The biggest change here is physical: systems like Skydio Dock for X10 have done tasks such as “Visit sites to observe environmental problems” in real workplaces, about 55m of a typical shift. Most of the rest, 7h 5m, has no AI or robot evidence. BLS expects about 6.9% more of these jobs by 2035.

Time card for agricultural engineers showing a typical 8-hour shift: 7h 5m done by people, 55m by robots.
Each mark is 5 minutes of a typical shift for agricultural engineers, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Engineering & architecture / Agricultural Engineers

Apply knowledge of engineering technology and biological science to agricultural problems concerned with power and machinery, electrification, structures, soil and water conservation, and processing of agricultural products.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems.1h 31m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities.55m a shift · Robots deployed · e.g. Skydio Dock for X10
Why this label?Marked Robot because Skydio Dock for X10 (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most agricultural engineers work alongside one. How labels work
Design agricultural machinery components and equipment, using computer-aided design (CAD) technology.49m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made.43m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs.36m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Test agricultural machinery and equipment to ensure adequate performance.36m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for agricultural engineers. How labels work
Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation.30m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction.30m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources.24m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Design and supervise environmental and land reclamation projects in agriculture and related industries.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Design food processing plants and related mechanical systems.18m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Supervise food processing or manufacturing plant operations.12m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work

Clock history

  1. 55m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

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Ask the clock

Will AI replace agricultural engineers?

Unlikely, though parts of the work are changing. About 55m of an 8-hour shift goes to tasks touched by robots. The other 7h 5m (89%) stays with people. Separately, BLS expects about 6.9% more of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for agricultural engineers?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

For some tasks, yes. Robots have done 1 of this job's tasks in workplaces like this one, about 55m of a typical shift. 1 more task has only been done in factory setups built around the machine, so it stays with people here.

  • Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities. (55m a shift; e.g. Skydio Dock for X10, in use)
What still needs a person?

7h 5m of a typical shift, or 89%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems. (1h 31m a shift)
  • Design agricultural machinery components and equipment, using computer-aided design (CAD) technology. (49m a shift)
  • Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made. (43m a shift)
  • Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs. (36m a shift)
  • Test agricultural machinery and equipment to ensure adequate performance. (36m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 65% carry high or very high responsibility for other workers' safety
Are employers still hiring agricultural engineers?

On Indeed, job postings in the Mechanical Engineering sector are at 168% of their February 2020 level (all U.S. postings: 104%), up 43.4% from a year earlier, as of Oct 9, 2026. BLS separately expects about 100 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do agricultural engineers make?

The median pay is about $98,590 a year ($47.40 an hour), 93% above the median for all U.S. jobs ($50,980). Most people in this job earn between $68,060 and $166,460 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects growth of 6.9% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 1,600 jobs in 2035. It expects about 100 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many agricultural engineers are there in the U.S.?

About 1,480 people in the U.S., roughly 0.00% of all workers (BLS, May 2025). That makes it the 780th largest of the 796 jobs on this site. BLS expects about 1,600 in 2035.

What training do agricultural engineers need?

The most common requirement is a bachelor's degree: about 75% of people in the job said so in the official O*NET survey. O*NET rates the job at level 4 of 5 for preparation, which usually means: bachelor's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Systems Evaluation, Mathematics, Systems Analysis, Science
  • Get strong at the parts of the job that stay with people (listed above), which take 7h 5m of a typical shift
  • Tools employers list: Adobe InDesign, Adobe Photoshop, Autodesk AutoCAD, Dassault Systemes SolidWorks, Microsoft Access
What new tasks are agricultural engineers taking on?

Yes. Occupational experts recently added these to the official task list, a sign of how the work itself is shifting. New tasks aren't rated for AI or robots yet:

  • Communicate results in peer-reviewed research articles or at workshops or conferences.
  • Use agricultural drones for crop monitoring, irrigation management, and pest control.
What other jobs could agricultural engineers move into?

These use similar skills, with less of a typical shift touched by AI or robots. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Nuclear Engineers (0m touched, $134k median pay)
  • Conservation Scientists (18m touched, $73k median pay)
  • Fire-Prevention and Protection Engineers (0m touched, $115k median pay)
  • Water/Wastewater Engineers (0m touched, $101k median pay)
  • Environmental Engineers (17m touched, $107k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 1 with robots in real deployments, 13 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Adobe InDesign
  • Adobe Photoshop
  • Autodesk AutoCAD
  • Dassault Systemes SolidWorks
  • Microsoft Access

Plus everyday office tools: Microsoft Excel, Microsoft Office software, Microsoft Outlook.

Also called

Agricultural Engineer, Agricultural Equipment Design Engineer, Agricultural Equipment Test Engineer, Agricultural Production Engineer, Agricultural Research Engineer, Agricultural Systems Specialist, Agriculture Consultant, Agriculture Engineer, Agriculture Scientist, Conservation Engineer, Engineer, Farm Equipment Engineer, Field Engineer, Field Research Associate