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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

  • Apply safety tags to equipment needing maintenance.

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

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

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

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

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

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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