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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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Apply safety tags to equipment needing maintenance.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

Technologies & Software

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