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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

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

  • 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.

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

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

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

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

  • 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.

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

  • Apply safety tags to equipment needing maintenance.

  • Test plant equipment to ensure it is operating properly.

  • 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.

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

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

Technologies & Software

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