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Automation Risk Analysis

Will “Gamma Facilities Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Gamma Facilities 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%

“Gamma Facilities 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

  • Apply safety tags to equipment needing maintenance.

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

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

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

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

  • Test plant equipment to ensure it is operating properly.

  • 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.

  • 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.

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

  • 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.

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

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

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

Technologies & Software

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