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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

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

  • Supervise or train agricultural technicians or farm laborers.

  • Respond to general inquiries or requests from the public.

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

  • Collect animal or crop samples.

  • Conduct insect or plant disease surveys.

  • Transplant trees, vegetables, or horticultural plants.

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

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

  • Prepare culture media, following standard procedures.

  • Prepare or present agricultural demonstrations.

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

  • Perform tests on seeds to evaluate seed viability.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Measure or weigh ingredients used in laboratory testing.

Technologies & Software

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

Alternative Job Titles