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Automation Risk Analysis

Will “Operation Specialist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Operation Specialist” 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%

“Operation Specialist” 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.

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

  • 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.

  • Apply safety tags to equipment needing maintenance.

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

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

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

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

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

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

  • Test plant equipment to ensure it is operating properly.

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

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

Technologies & Software

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