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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

  • 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.

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

  • Test plant equipment to ensure it is operating properly.

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

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

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

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

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

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

  • Apply safety tags to equipment needing maintenance.

  • 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.

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

Technologies & Software

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