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Automation Risk Analysis

Will “Non-Licensed Nuclear Equipment Operator (NLO)” 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 Nuclear Equipment Operator (NLO)” 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 Nuclear Equipment Operator (NLO)” 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

  • 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.

  • Apply safety tags to equipment needing maintenance.

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

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

  • 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.

Technologies & Software

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