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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

  • 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.

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

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

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

  • 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.

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

  • Test plant equipment to ensure it is operating properly.

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

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

  • 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.

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

  • 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.

Technologies & Software

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