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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

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

  • 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.

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

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

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

  • 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.

  • Repair or replace damaged equipment.

  • 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.

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

  • Gauge tank levels, using calibrated rods.

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

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

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

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

  • 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.

  • Defrost frozen valves, using steam hoses.

Technologies & Software

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