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Automation Risk Analysis

Will “Permaculture Contractor” be Automated?

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AI Exposure Risk

26%

“Permaculture Contractor” 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%

“Permaculture Contractor” 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

  • Conduct insect or plant disease surveys.

  • Respond to general inquiries or requests from the public.

  • Prepare culture media, following standard procedures.

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

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

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

  • Prepare or present agricultural demonstrations.

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

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

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

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

  • 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 tests on seeds to evaluate seed viability.

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

  • Measure or weigh ingredients used in laboratory testing.

  • Transplant trees, vegetables, or horticultural plants.

  • 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.

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

  • Collect animal or crop samples.

  • 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.

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

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

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

  • Supervise or train agricultural technicians or farm laborers.

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

Technologies & Software

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

Alternative Job Titles