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Automation Risk Analysis

Will “Feed Research Aide” be Automated?

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AI Exposure Risk

26%

“Feed Research Aide” 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%

“Feed Research Aide” 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.

  • 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.

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

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

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

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

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

  • Prepare culture media, following standard procedures.

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

  • 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.

  • Supervise or train agricultural technicians or farm laborers.

  • 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.

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

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

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

  • 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.

  • Collect animal or crop samples.

  • Respond to general inquiries or requests from the public.

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

  • Transplant trees, vegetables, or horticultural plants.

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

  • Measure or weigh ingredients used in laboratory testing.

Technologies & Software

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

Alternative Job Titles