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Automation Risk Analysis

Will “Field Assistant” be Automated?

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AI Exposure Risk

26%

“Field Assistant” 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%

“Field Assistant” 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 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.

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

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

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

  • Respond to general inquiries or requests from the public.

  • Perform tests on seeds to evaluate seed viability.

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

  • Conduct insect or plant disease surveys.

  • 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.

  • 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.

  • Measure or weigh ingredients used in laboratory testing.

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

  • Supervise or train agricultural technicians or farm laborers.

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

  • Collect animal or crop samples.

  • 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.

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

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

  • 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.

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

  • Transplant trees, vegetables, or horticultural plants.

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

  • Prepare culture media, following standard procedures.

Technologies & Software

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

Alternative Job Titles