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Automation Risk Analysis

Will “Agriculture Assistant” be Automated?

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AI Exposure Risk

26%

“Agriculture Assistant” 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%

“Agriculture Assistant” 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

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

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

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

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

  • Supervise or train agricultural technicians or farm laborers.

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

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

  • Respond to general inquiries or requests from the public.

  • Conduct insect or plant disease surveys.

  • 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.

  • Collect animal or crop samples.

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

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

  • 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 or present agricultural demonstrations.

  • 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.

  • 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.

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

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

  • Prepare culture media, following standard procedures.

  • Perform tests on seeds to evaluate seed viability.

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

  • Transplant trees, vegetables, or horticultural plants.

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

Technologies & Software

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

Alternative Job Titles