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Automation Risk Analysis

Will “Gamma 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 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 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

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

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

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

  • Test plant equipment to ensure it is operating properly.

  • Apply safety tags to equipment needing maintenance.

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

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

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

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

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

  • 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.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

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

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

Technologies & Software

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