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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

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

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

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

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

  • Prepare or present agricultural demonstrations.

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

  • Transplant trees, vegetables, or horticultural plants.

  • Respond to general inquiries or requests from the public.

  • 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.

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

  • Prepare culture media, following standard procedures.

  • 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.

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

  • Supervise or train agricultural technicians or farm laborers.

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

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

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

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

  • Collect animal or crop samples.

  • Measure or weigh ingredients used in laboratory testing.

  • Perform tests on seeds to evaluate seed viability.

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

  • 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.

  • Conduct insect or plant disease surveys.

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

Technologies & Software

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

Alternative Job Titles