Will AI replace Farmers, Ranchers, and Other Agricultural Managers?

AI can do 31% of the work Farmers, Ranchers, and Other Agricultural Managers do at least twice as fast. Real use has not caught up: none of their tasks show up in real AI use yet, but AI could speed up 11 of them. Robots can technically handle 5 physical tasks. 14 still need a person.

AI is already doing this0 · 0% of time

People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.

  • Real AI use has not reached any of this job's tasks yet.

AI could do this next11 · 31% of time

AI can speed these up by at least half, but real use has not caught up yet. These are next in line.

  • Maintain financial, operational, production, or employment records for farms or ranches.6% of time
  • Collect and record growth, production, and environmental data.4% of time
  • Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.4% of time
  • Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.4% of time
  • Obtain financing for and purchase necessary machinery, land, supplies, or livestock.3% of time
  • Prepare reports required by state and federal laws.2% of time
  • Negotiate with buyers for the sale, storage, or shipment of crops or livestock.2% of time
  • Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.2% of time
  • Evaluate marketing or sales alternatives for products.2% of time
  • Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.1% of time
  • Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.under 1% of time

Robots can technically do this5 · 28% of time

Physical tasks that today's robots can perform in at least some settings. Robots are cost competitive for very few tasks so far, so this change moves slower.

  • Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.Robots: structured workplaces16% of time
  • Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.Robots: structured workplaces4% of time
  • Position and regulate plant irrigation systems, and program environmental and irrigation control computers.Robots: almost anywhere3% of time
  • Monitor environments to ensure maintenance of optimum animal or plant life.Robots: structured workplaces3% of time
  • Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.Robots: purpose built settings1% of time

Still needs a person14 · 42% of time

No real AI use, no proven AI speedup and no robot that can do it yet. This is the part of the job to build on.

  • Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.10% of time
  • Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.7% of time
  • Hire, supervise, and train support workers.6% of time
  • Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.4% of time
  • Conduct or supervise stock examinations to identify diseases or parasites.3% of time
  • Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.3% of time
  • Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.2% of time
  • Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.2% of time
  • Analyze soil to determine types or quantities of fertilizer required for maximum crop production.1% of time
  • Analyze market conditions to determine acreage allocations.1% of time
  • Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.1% of time
  • Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.1% of time
  • Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.under 1% of time
  • Coordinate the selection and maintenance of brood stock.under 1% of time

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What this means

AI can speed up parts of this job, mostly the paperwork and information work around it. The core still depends on hands, presence or relationships. Robots are the other change to watch: they can technically do 32% of the working time.

What to do next

  • Get ahead on the 11 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Keep an eye on the 5 physical tasks robots can technically do. Cost keeps most robots out of work today, so this shift is slower.
  • Build on the 14 tasks that stay human. This is where your judgment, skill and relationships matter most.

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