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Automation Risk Analysis

Will “Energy 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%

“Energy 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%

“Energy 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

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

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

  • Monitor nuclear reactor equipment performance to identify operational inefficiencies, hazards, or needs for maintenance or repair.

  • Apply safety tags to equipment needing maintenance.

  • 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.

  • Test plant equipment to ensure it is operating properly.

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

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

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

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

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

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

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

  • 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.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

Technologies & Software

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