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Automation Risk Analysis

Will “Accelerator Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Accelerator 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%

“Accelerator 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

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

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

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

  • Apply safety tags to equipment needing maintenance.

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

  • 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.

  • Test plant equipment to ensure it is operating properly.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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