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Automation Risk Analysis

Will “County Extension Agent” be Automated?

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AI Exposure Risk

26%

“County Extension Agent” 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%

“County Extension Agent” 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

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

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

  • Collect animal or crop samples.

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

  • Transplant trees, vegetables, or horticultural plants.

  • 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 insect or plant disease surveys.

  • Respond to general inquiries or requests from the public.

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

  • Measure or weigh ingredients used in laboratory testing.

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

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

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

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

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

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

  • Prepare culture media, following standard procedures.

  • Perform tests on seeds to evaluate seed viability.

  • 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.

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

  • Supervise or train agricultural technicians or farm laborers.

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

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

  • Prepare or present agricultural demonstrations.

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

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

Technologies & Software

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

Alternative Job Titles