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Automation Risk Analysis

Will “Agricultural Research Technologist” be Automated?

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AI Exposure Risk

26%

“Agricultural Research Technologist” 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 Research Technologist” 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

  • Transplant trees, vegetables, or horticultural plants.

  • Respond to general inquiries or requests from the public.

  • Supervise or train agricultural technicians or farm laborers.

  • Perform tests on seeds to evaluate seed viability.

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

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

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

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

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

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

  • Collect animal or crop samples.

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

  • Measure or weigh ingredients used in laboratory testing.

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

  • Conduct insect or plant disease surveys.

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

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

  • Prepare or present agricultural demonstrations.

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

  • 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 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles