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Automation Risk Analysis

Will “Urban Gardening Specialist” be Automated?

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AI Exposure Risk

26%

“Urban Gardening 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%

“Urban Gardening 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

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

  • 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.

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

  • Transplant trees, vegetables, or horticultural plants.

  • Measure or weigh ingredients used in laboratory testing.

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

  • Prepare or present agricultural demonstrations.

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

  • Prepare culture media, following standard procedures.

  • 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.

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

  • Respond to general inquiries or requests from the public.

  • Perform tests on seeds to evaluate seed viability.

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

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

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

  • Collect animal or crop samples.

  • Supervise or train agricultural technicians or farm laborers.

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

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

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

  • 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.

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

  • Conduct insect or plant disease surveys.

Technologies & Software

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

Alternative Job Titles