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Automation Risk Analysis

Will “Weed Science Research Technician (Weed Science Research Tech)” be Automated?

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AI Exposure Risk

26%

“Weed Science Research Technician (Weed Science Research Tech)” 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%

“Weed Science Research Technician (Weed Science Research Tech)” 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 tests on seeds to evaluate seed viability.

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

  • 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.

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

  • 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.

  • Measure or weigh ingredients used in laboratory testing.

  • Conduct insect or plant disease surveys.

  • Transplant trees, vegetables, or horticultural plants.

  • 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.

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

  • 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.

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

  • Respond to general inquiries or requests from the public.

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

  • 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.

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

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

  • 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.

  • Prepare or present agricultural demonstrations.

  • Supervise or train agricultural technicians or farm laborers.

Technologies & Software

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

Alternative Job Titles