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Automation Risk Analysis

Will “Seed Expert” be Automated?

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AI Exposure Risk

26%

“Seed Expert” 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%

“Seed Expert” 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

  • Prepare culture media, following standard procedures.

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

  • 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.

  • 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.

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

  • Supervise or train agricultural technicians or farm laborers.

  • Perform tests on seeds to evaluate seed viability.

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

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

  • 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.

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

  • Measure or weigh ingredients used in laboratory testing.

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

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

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

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

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

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

  • Conduct insect or plant disease surveys.

  • Transplant trees, vegetables, or horticultural plants.

  • Respond to general inquiries or requests from the public.

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

  • Prepare or present agricultural demonstrations.

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

  • Collect animal or crop samples.

Technologies & Software

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

Alternative Job Titles