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Automation Risk Analysis

Will “Seed Analyst” be Automated?

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AI Exposure Risk

26%

“Seed Analyst” 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 Analyst” 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 or present agricultural demonstrations.

  • 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.

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

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

  • Transplant trees, vegetables, or horticultural plants.

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

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

  • Perform tests on seeds to evaluate seed viability.

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

  • Supervise or train agricultural technicians or farm laborers.

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

  • 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.

  • Respond to general inquiries or requests from the public.

  • Measure or weigh ingredients used in laboratory testing.

  • Conduct insect or plant disease surveys.

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

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

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

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

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

  • Prepare culture media, following standard procedures.

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles