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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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Gauge tank levels, using calibrated rods.

  • Calculate material requirements or yields according to formulas.

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

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

  • Defrost frozen valves, using steam hoses.

  • 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.

Technologies & Software

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