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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

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

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

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

  • 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.

  • Apply safety tags to equipment needing maintenance.

  • Test plant equipment to ensure it is operating properly.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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