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Automation Risk Analysis

Will “Operations Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #489 of 702. Estimated risk: 85.0%

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AI Exposure Risk

35%

“Operations Technician” 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%

“Operations Technician” 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.

  • 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.

  • Conduct surveillance testing to determine safety of nuclear equipment.

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

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

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

  • 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.

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

  • Test plant equipment to ensure it is operating properly.

  • Apply safety tags to equipment needing maintenance.

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

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

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

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

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

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

Technologies & Software

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