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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

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

  • 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.

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

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

  • 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.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

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

  • 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.

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

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

Technologies & Software

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