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Automation Risk Analysis

Will “Control Room Agent” be Automated?

Historical Context: Oxford Study (2013)

Ranked #614 of 702. Estimated risk: 95.0%

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AI Exposure Risk

55%

“Control Room Agent” will maybe 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

47%

“Control Room Agent” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 47% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Nuclear Power Reactor Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or control nuclear reactors. Move control rods, start and stop equipment, monitor and adjust controls, and record data in logs. Implement emergency procedures when needed. May respond to abnormalities, determine cause, and recommend corrective action.

Avg. Annual Salary $122,830
Avg. Hourly Wage $59.05
Available Jobs (US) 5,720
Job Title & Hierarchy Code (SOC) Nuclear Power Reactor Operators #51-8011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Nuclear Power Reactor Operators”

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Core Skills & Abilities

  • Authorize maintenance activities on units or changes in equipment or system operational status.

  • Direct the collection and testing of air, water, gas, or solid samples to determine radioactivity levels or to ensure appropriate radioactive containment.

  • Direct reactor operators in emergency situations, in accordance with emergency operating procedures.

  • Record operating data, such as the results of surveillance tests.

  • Review and edit standard operating procedures.

  • Monitor or operate boilers, turbines, wells, or auxiliary power plant equipment.

  • Authorize actions to correct identified operational inefficiencies or hazards so that operating efficiency is maximized and potential environmental issues are minimized.

  • Implement operational procedures, such as those controlling start-up or shut-down activities.

  • Participate in nuclear fuel element handling activities, such as preparation, transfer, loading, or unloading.

  • Direct measurement of the intensity or types of radiation in work areas, equipment, or materials.

  • Operate nuclear power reactors in accordance with policies and procedures to protect workers from radiation and to ensure environmental safety.

  • Adjust controls to position rod and to regulate flux level, reactor period, coolant temperature, or rate of power flow, following standard procedures.

  • Dispatch orders or instructions to personnel through radiotelephone or intercommunication systems to coordinate auxiliary equipment operation.

  • Supervise technicians' work activities to ensure that equipment is operated in accordance with policies and procedures that protect workers from radiation and ensure environmental safety.

  • Respond to system or unit abnormalities, diagnosing the cause, and recommending or taking corrective action.

  • Note malfunctions of equipment, instruments, or controls and report these conditions to supervisors.

  • Monitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment.

  • Develop or implement actions such as lockouts, tagouts, or clearances to allow equipment to be safely repaired.

  • Conduct inspections or operations outside of control rooms as necessary.

Technologies & Software

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  • Microsoft Power BI
  • Outage management system OMS
  • Cognex Vision AI
  • Microsoft Azure software
  • Microsoft Excel
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  • Llama (Meta)
  • Siemens Industrial AI
  • Qwen (Alibaba)
  • Rockwell Automation AI
  • Kimi (Moonshot AI)
  • Nova (Amazon)
  • Gemini (Google)
  • pH testers
  • Portable two way radios
  • Spent fuel handling machines
  • Radiation monitoring instruments
  • Portal monitors
  • Safety gloves
  • Video borescopes
  • Air purifying respirators
  • Water samplers
  • Generator control panels
  • Radiation survey meters
  • Personal computers
  • Water conductivity testers
  • Pipe camera inspection systems
  • Desktop computers
  • Automatic control systems
  • Water deionization equipment
  • Air monitoring equipment
  • Protective shoe covers
  • Master-slave manipulators
  • Control rod drives
  • Fuel handling systems
  • Air compressors
  • Power plant turbine control panels
  • Air sample collection equipment
  • Level transmitters
  • Nuclear plant hazard alarm systems
  • Water recirculation pumps
  • Leak detection equipment
  • Area gamma monitors
  • Seismic monitoring instruments
  • Nuclear reactor control rod operation systems
  • Water softeners
  • Ventilation systems
  • Cooling towers
  • Pocket dosimeters
  • Safety coveralls