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Automation Risk Analysis

Will “Sugarcane Research Technician (Sugarcane Research Tech)” be Automated?

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AI Exposure Risk

26%

“Sugarcane Research Technician (Sugarcane Research Tech)” 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%

“Sugarcane Research Technician (Sugarcane Research Tech)” 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
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Data is based on the reference occupation: “Agricultural Technicians”

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Core Skills & Abilities

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

  • 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.

  • Measure or weigh ingredients used in laboratory testing.

  • Prepare or present agricultural demonstrations.

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

  • Respond to general inquiries or requests from the public.

  • Transplant trees, vegetables, or horticultural plants.

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

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

  • 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.

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

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

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

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

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

  • Supervise or train agricultural technicians or farm laborers.

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

  • 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.

  • Conduct insect or plant disease surveys.

  • 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.

  • Perform tests on seeds to evaluate seed viability.

  • Collect animal or crop samples.

  • Prepare culture media, following standard procedures.

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

Technologies & Software

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

Alternative Job Titles