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Automation Risk Analysis

Will “Sustainable Agriculture Specialist (Sustainable Ag Specialist)” be Automated?

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AI Exposure Risk

26%

“Sustainable Agriculture Specialist (Sustainable Ag Specialist)” 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%

“Sustainable Agriculture Specialist (Sustainable Ag Specialist)” 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

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

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

  • Prepare or present agricultural demonstrations.

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

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

  • Supervise or train agricultural technicians or farm laborers.

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

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

  • 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.

  • 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.

  • Collect animal or crop samples.

  • Respond to general inquiries or requests from the public.

  • Measure or weigh ingredients used in laboratory testing.

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

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

  • Transplant trees, vegetables, or horticultural plants.

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

  • 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.

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

  • Perform tests on seeds to evaluate seed viability.

  • Prepare culture media, following standard procedures.

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

  • Conduct insect or plant disease surveys.

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

Technologies & Software

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

Alternative Job Titles