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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

  • Apply safety tags to equipment needing maintenance.

  • 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.

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

  • 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.

  • 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.

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

  • 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.

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

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

  • 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.

Technologies & Software

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