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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

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

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

  • 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.

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

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

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

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

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

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

  • Apply safety tags to equipment needing maintenance.

  • 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.

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

  • 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.

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

Technologies & Software

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