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Automation Risk Analysis

Will “Chemical Applicator” be Automated?

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AI Exposure Risk

26%

“Chemical Applicator” 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%

“Chemical Applicator” 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 crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.

  • Collect animal or crop samples.

  • Conduct insect or plant disease surveys.

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

  • Prepare or present agricultural demonstrations.

  • Supervise or train agricultural technicians or farm laborers.

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

  • 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.

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

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

  • 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.

  • Measure or weigh ingredients used in laboratory testing.

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

  • Prepare culture media, following standard procedures.

  • 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.

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

  • Perform tests on seeds to evaluate seed viability.

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

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

  • Transplant trees, vegetables, or horticultural plants.

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles