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Automation Risk Analysis

Will “Equipment Operation Instructor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Equipment Operation Instructor” 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 Operation Instructor” 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

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

  • Apply safety tags to equipment needing maintenance.

  • 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.

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

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

Technologies & Software

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