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Automation Risk Analysis

Will “Agricultural Specialist” be Automated?

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AI Exposure Risk

26%

“Agricultural Specialist” will almost certainly not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 26% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Agricultural Specialist” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Agricultural Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Work with agricultural scientists in plant, fiber, and animal research, or assist with animal breeding and nutrition. Set up or maintain laboratory equipment and collect samples from crops or animals. Prepare specimens or record data to assist scientists in biology or related life science experiments. Conduct tests and experiments to improve yield and quality of crops or to increase the resistance of plants and animals to disease or insects.

Avg. Annual Salary $49,680
Avg. Hourly Wage $23.88
Available Jobs (US) 14,340
Job Title & Hierarchy Code (SOC) Agricultural Technicians #19-4012
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Agricultural Technicians”

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Core Skills & Abilities

  • Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks.

  • Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.

  • Measure or weigh ingredients used in laboratory testing.

  • Set up laboratory or field equipment as required for site testing.

  • Supervise or train agricultural technicians or farm laborers.

  • Examine animals or crop specimens to determine the presence of diseases or other problems.

  • Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring.

  • Prepare culture media, following standard procedures.

  • Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.

  • Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows.

  • Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification.

  • Perform tests on seeds to evaluate seed viability.

  • Record data pertaining to experimentation, research, or animal care.

  • Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent.

  • Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests.

  • Respond to general inquiries or requests from the public.

  • Prepare or present agricultural demonstrations.

  • Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.

  • Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions.

  • Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness.

  • Collect animal or crop samples.

  • Determine the germination rates of seeds planted in specified areas.

  • Transplant trees, vegetables, or horticultural plants.

  • Conduct insect or plant disease surveys.

  • Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.

  • Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices.

Technologies & Software

  • Statistical software
  • Semantic Scholar AI
  • Microsoft Access
  • Scite AI
  • NotebookLM (Google)
  • Desktop publishing software
  • Consensus
  • Microsoft Word
  • Global positioning system GPS software
  • Microsoft Excel
  • Spreadsheet software
  • Claude (Anthropic)
  • Gemini for Workspace
  • Geographic information system GIS systems
  • Word processing software
  • Microsoft PowerPoint
  • Microsoft Office software
  • Mistral AI (chat/models)
  • SAP software
  • Perplexity AI
  • Microsoft Outlook
  • Elicit
  • Web browser software
  • Email software
  • Vaccination syringes
  • Cultivators
  • Temperature gauges
  • Reverse osmosis systems
  • Crop sprayers
  • Laboratory separators
  • Combine harvesters
  • Personal digital assistants PDA
  • Air samplers
  • Laser printers
  • Artificial insemination syringes
  • Vacuum blood collection tubes
  • Fertilizer or seed spreaders
  • Heavy cargo trucks
  • Plows
  • Egg incubators
  • Harrows
  • Chemical sprayers
  • Aerosol generators
  • Trenchers
  • Elastrator bands
  • Reach pole saws
  • Animal measuring sticks
  • Mowers
  • Animal tatooers
  • Planting sleds
  • Soil sterilizers
  • Ladders
  • Surface thermometers
  • Blood collection syringes
  • Agricultural tractors
  • Portable refractometers
  • Planters
  • Electronic bench scales
  • Personal computers
  • Rakes
  • Moisture meters
  • Animal chutes
  • pH meters
  • Callicrate banding systems
  • Balers
  • Air compressors
  • Livestock scales
  • Harvesters
  • Gas welders
  • Electronic counters
  • Infrared lamps
  • Pruning shears
  • Compound binocular light microscopes
  • Bed shapers
  • Milk cooling equipment
  • Power dusters
  • Temperature controlled reach-in growth chambers
  • Shielded arc welding tools
  • Grain augers
  • Dipping vats
  • Pollen collectors
  • Tracked bulldozers
  • Threshers
  • Tablet computers
  • Water samplers
  • Hypodermic syringes
  • Laboratory mechanical convection incubators
  • Egg setters or hatchers
  • Power saws
  • Spray-dip machines
  • Aerosol foggers
  • Milking machines
  • Drying ovens
  • Metal inert gas MIG welders
  • Weather instruments
  • Sweep cultivator shovels
  • Steam autoclaves
  • Soil moisture neutron probes
  • Insect collectors
  • Steam sterilizers
  • Light trucks
  • Notebook computers
  • Animal head-locks
  • Desktop computers
  • Weight meters
  • Chisel cultivators
  • Nitrogen test meters
  • Granule applicators
  • Spectrometers
  • Sample vials
  • Disks
  • Benchtop centrifuges

Alternative Job Titles