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Automation Risk Analysis

Will “Auxiliary Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Auxiliary 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%

“Auxiliary 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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Apply safety tags to equipment needing maintenance.

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

  • 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.

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

Technologies & Software

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