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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

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

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

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

  • Conduct surveillance testing to determine safety of nuclear equipment.

  • Apply safety tags to equipment needing maintenance.

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

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

  • 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.

  • 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.

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

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

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

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

  • Test plant equipment to ensure it is operating properly.

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

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

Technologies & Software

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