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Automation Risk Analysis

Will “Nitrogen Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Nitrogen Operator” will maybe 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 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

59%

“Nitrogen 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 59% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Chemical Plant and System Operators, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Control or operate entire chemical processes or system of machines.

Avg. Annual Salary $76,290
Avg. Hourly Wage $36.68
Available Jobs (US) 17,840
Job Title & Hierarchy Code (SOC) Chemical Plant and System Operators #51-8091
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Chemical Plant and System Operators”

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Core Skills & Abilities

  • Patrol work areas to ensure that solutions in tanks or troughs are not in danger of overflowing.

  • Gauge tank levels, using calibrated rods.

  • Supervise the cleaning of towers, strainers, or spray tips.

  • Interpret chemical reactions visible through sight glasses or on television monitors and review laboratory test reports for process adjustments.

  • Notify maintenance, stationary engineering, or other auxiliary personnel to correct equipment malfunctions or to adjust power, steam, water, or air supplies.

  • Turn valves to regulate flow of products or byproducts through agitator tanks, storage drums, or neutralizer tanks.

  • Regulate or shut down equipment during emergency situations, as directed by supervisory personnel.

  • Record operating data, such as process conditions, test results, or instrument readings.

  • Move control settings to make necessary adjustments on equipment units affecting speeds of chemical reactions, quality, or yields.

  • Direct workers engaged in operating machinery that regulates the flow of materials and products.

  • Defrost frozen valves, using steam hoses.

  • Control or operate chemical processes or systems of machines, using panelboards, control boards, or semi-automatic equipment.

  • Confer with technical and supervisory personnel to report or resolve conditions affecting safety, efficiency, or product quality.

  • Monitor recording instruments, flowmeters, panel lights, or other indicators and listen for warning signals to verify conformity of process conditions.

  • Start pumps to wash and rinse reactor vessels, to exhaust gases or vapors, to regulate the flow of oil, steam, air, or perfume to towers, or to add products to converter or blending vessels.

  • Repair or replace damaged equipment.

  • Draw samples of products and conduct quality control tests to monitor processing and to ensure that standards are met.

  • Inspect operating units, such as towers, soap-spray storage tanks, scrubbers, collectors, or driers to ensure that all are functioning and to maintain maximum efficiency.

  • Calculate material requirements or yields according to formulas.

Technologies & Software

  • Distributed control system DCS
  • Grok (xAI)
  • Alarm management system software
  • Siemens Industrial AI
  • Claude (Anthropic)
  • ChatGPT (OpenAI)
  • Interlock shutdown systems
  • Gemini (Google)
  • Llama (Meta)
  • ABB AI Robotics
  • Nova (Amazon)
  • Kimi (Moonshot AI)
  • Cognex Vision AI
  • DeepSeek
  • Mistral (Mistral AI)
  • Qwen (Alibaba)
  • Rockwell Automation AI
  • Microsoft Office software
  • Microsoft Word
  • Sight Machine AI
  • Coordinated incident management system CIMS software
  • Microsoft Excel
  • Positive displacement pumps
  • Centrifugal pumps
  • Bourdon tubes
  • Steam hoses
  • Calibrated rods
  • Reciprocating pumps
  • Thermocouple temperature probes
  • Steam turbines
  • Viscometers
  • Silencers
  • Tensometers
  • Panel lights
  • Barometers
  • Personal protective equipment
  • Centrifugal compressors
  • Control boards
  • Hoppers
  • Centrifugal fans
  • Panelboards
  • Display screens
  • Air conditioning systems
  • Refrigeration systems
  • Industrial liquid flowmeters
  • Radiographic detecting instruments
  • Reciprocating compressors
  • Belt conveyors
  • Conveyor feeders
  • Desktop computers
  • Axial flow fans
  • Mixing tanks
  • Cooling towers
  • Industrial dryers
  • Converter vessels
  • Gas analyzers
  • Manometers
  • Bucket elevators
  • Humidifiers
  • Wet scrubbers
  • Effluent treatment systems
  • Collectors
  • Capacitance probes
  • Blending vessels
  • Chain conveyors
  • Chemical reactor vessels
  • Distillation columns
  • Agitator tanks
  • Industrial fans
  • Neutralizer tanks
  • Rotary pumps
  • Soap-spray storage tanks
  • Hydraulic accumulators
  • Digital surface thermometers
  • Boilers
  • Screw conveyors
  • Storage drums
  • Thermocouples
  • Heating vessels
  • Pressure gauges
  • Recording calorimeters
  • Fire extinguishers