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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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

  • Apply safety tags to equipment needing maintenance.

  • Test plant equipment to ensure it is operating properly.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

Technologies & Software

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