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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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

  • Test plant equipment to ensure it is operating properly.

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