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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

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

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

  • Test plant equipment to ensure it is operating properly.

  • Apply safety tags to equipment needing maintenance.

  • 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.

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

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

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

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

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

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

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

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

Technologies & Software

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