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

  • 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.

  • Transplant trees, vegetables, or horticultural plants.

  • Supervise or train agricultural technicians or farm laborers.

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

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

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

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

  • Perform tests on seeds to evaluate seed viability.

  • Measure or weigh ingredients used in laboratory testing.

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

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

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

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

  • Prepare or present agricultural demonstrations.

  • 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.

  • Collect animal or crop samples.

  • Respond to general inquiries or requests from the public.

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

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

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

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

  • 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.

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

  • Prepare culture media, following standard procedures.

Technologies & Software

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

Alternative Job Titles