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Automation Risk Analysis

Will “Non Licensed Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Non Licensed 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%

“Non Licensed 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.

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

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

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

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

  • 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.

  • Test plant equipment to ensure it is operating properly.

  • Apply safety tags to equipment needing maintenance.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

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

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

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

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

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

Technologies & Software

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