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Automation Risk Analysis

Will “Equipment Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Equipment 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%

“Equipment 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

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

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

  • Determine or recommend radioactive decontamination procedures, according to the size and nature of equipment and the degree of contamination.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

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

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

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

  • Apply safety tags to equipment needing maintenance.

  • 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.

  • 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.

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

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  • Scintillation detectors
  • Gantry cranes
  • Emergency diesel generators
  • Airline respirators
  • Spent fuel handling machines
  • Digital signal analyzers
  • Vibration monitors
  • Portal monitors
  • Multichannel analyzers
  • Ultrasonic thickness gauges
  • Personal computers
  • Level transmitters
  • Metal active gas MAG welding equipment
  • Pressure cleaners
  • Ultrasonic flaw detectors
  • Gamma exit/entrance contamination monitors
  • Leak detection equipment
  • Digital spectrum analyzers
  • Seismic monitoring instruments
  • Plasma arc cutting torches
  • Cryostats
  • Air purifying respirators
  • Contamination probes
  • Protective coveralls
  • Protective shoe covers
  • New fuel elevators
  • Pressure demand respirators
  • Fuel handling systems
  • Atmosphere supplying respirators
  • Hot cell remote viewing devices
  • Video borescopes
  • Metal inert gas MIG welding equipment
  • Condensate demineralizers
  • Air compressors
  • Pipe camera inspection systems
  • Control rod drives
  • Master-slave manipulators
  • Self-contained breathing apparatus
  • Protective gloves
  • Eddy current testing equipment
  • Non-contact thermometers
  • Radiation survey meters
  • Area gamma monitors
  • Portable two way radios
  • Videoscopes
  • Digital ratemeters
  • Pocket dosimeters