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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.

  • Collect animal or crop samples.

  • Prepare or present agricultural demonstrations.

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

  • Conduct insect or plant disease surveys.

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

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

  • Transplant trees, vegetables, or horticultural plants.

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

  • Supervise or train agricultural technicians or farm laborers.

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

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

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

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

  • 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.

  • Perform tests on seeds to evaluate seed viability.

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

  • 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.

  • Prepare culture media, following standard procedures.

  • Measure or weigh ingredients used in laboratory testing.

  • Respond to general inquiries or requests from the public.

  • 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.

Technologies & Software

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

Alternative Job Titles