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Automation Risk Analysis

Will “Test and Research Reactor Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Test and Research Reactor Operator” will probably 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 35% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

53%

“Test and Research Reactor Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 53% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Nuclear Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Assist nuclear physicists, nuclear engineers, or other scientists in laboratory, power generation, or electricity production activities. May operate, maintain, or provide quality control for nuclear testing and research equipment. May monitor radiation.

Avg. Annual Salary $100,730
Avg. Hourly Wage $48.43
Available Jobs (US) 5,990
Job Title & Hierarchy Code (SOC) Nuclear Technicians #19-4051
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Nuclear Technicians”

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Core Skills & Abilities

  • Determine or recommend radioactive decontamination procedures, according to the size and nature of equipment and the degree of contamination.

  • Identify and implement appropriate decontamination procedures, based on equipment and the size, nature, and type of contamination.

  • Measure the intensity and identify the types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.

  • Communicate with accelerator maintenance personnel to ensure readiness of support systems, such as vacuum, water cooling, or radio frequency power sources.

  • Decontaminate objects by cleaning them using soap or solvents or by abrading using brushes, buffing machines, or sandblasting machines.

  • Monitor instruments, gauges, or recording devices under direction of nuclear experimenters.

  • Collect air, water, gas or solid samples for testing to determine radioactivity levels or to ensure appropriate radioactive containment.

  • Monitor nuclear reactor equipment performance to identify operational inefficiencies, hazards, or needs for maintenance or repair.

  • Perform testing, maintenance, repair, or upgrading of accelerator systems.

  • Calculate equipment operating factors, such as radiation times, dosages, temperatures, gamma intensities, or pressures, using standard formulas and conversion tables.

  • Conduct surveillance testing to determine safety of nuclear equipment.

  • Follow policies and procedures for radiation workers to ensure personnel safety.

  • Follow nuclear equipment operational policies and procedures that ensure environmental safety.

  • Modify, devise, or maintain nuclear equipment used in operations.

  • Set up equipment that automatically detects area radiation deviations and test detection equipment to ensure its accuracy.

  • Apply safety tags to equipment needing maintenance.

  • Warn maintenance workers of radiation hazards and direct workers to vacate hazardous areas.

  • Test plant equipment to ensure it is operating properly.

Technologies & Software

  • Consensus
  • Scite AI
  • NotebookLM (Google)
  • Claude (Anthropic)
  • Linux
  • Data logging software
  • Gemini for Workspace
  • Word processing software
  • Spreadsheet software
  • Elicit
  • VMware
  • Perplexity AI
  • Microsoft Excel
  • Microsoft PowerPoint
  • Microsoft Word
  • VMWare ESX Server
  • Mistral AI (chat/models)
  • Microsoft Access
  • Microsoft Office software
  • Structured query language SQL
  • Database software
  • Semantic Scholar AI
  • Microsoft Windows
  • Supervisory control and data acquisition SCADA software
  • Pocket dosimeters
  • Ultrasonic flaw detectors
  • Control rod drives
  • Gantry cranes
  • Emergency diesel generators
  • New fuel elevators
  • Leak detection equipment
  • Self-contained breathing apparatus
  • Metal inert gas MIG welding equipment
  • Plasma arc cutting torches
  • Fuel handling systems
  • Ultrasonic thickness gauges
  • Non-contact thermometers
  • Pipe camera inspection systems
  • Personal computers
  • Protective gloves
  • Seismic monitoring instruments
  • Digital spectrum analyzers
  • Videoscopes
  • Cryostats
  • Airline respirators
  • Scintillation detectors
  • Atmosphere supplying respirators
  • Vibration monitors
  • Contamination probes
  • Air compressors
  • Video borescopes
  • Portal monitors
  • Spent fuel handling machines
  • Gamma exit/entrance contamination monitors
  • Protective shoe covers
  • Area gamma monitors
  • Pressure demand respirators
  • Level transmitters
  • Eddy current testing equipment
  • Digital ratemeters
  • Metal active gas MAG welding equipment
  • Radiation survey meters
  • Hot cell remote viewing devices
  • Multichannel analyzers
  • Master-slave manipulators
  • Condensate demineralizers
  • Protective coveralls
  • Air purifying respirators
  • Digital signal analyzers
  • Portable two way radios
  • Pressure cleaners