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Automation Risk Analysis

Will “Fertilizer Applicator” be Automated?

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AI Exposure Risk

26%

“Fertilizer 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%

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

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

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

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

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

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

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

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

  • 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.

  • Conduct insect or plant disease surveys.

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

  • 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.

  • Collect animal or crop samples.

  • Prepare culture media, following standard procedures.

  • Measure or weigh ingredients used in laboratory testing.

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

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

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

  • Supervise or train agricultural technicians or farm laborers.

  • Perform tests on seeds to evaluate seed viability.

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

  • Respond to general inquiries or requests from the public.

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

  • Prepare or present agricultural demonstrations.

Technologies & Software

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

Alternative Job Titles