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Automation Risk Analysis

Will “Systems Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Systems 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%

“Systems 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.

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

  • 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.

  • 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.

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

  • 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.

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

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

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

  • Test plant equipment to ensure it is operating properly.

Technologies & Software

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