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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

  • 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.

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

  • 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.

  • Repair or replace damaged equipment.

  • Calculate material requirements or yields according to formulas.

  • 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.

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

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

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

  • Defrost frozen valves, using steam hoses.

  • 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.

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

  • Gauge tank levels, using calibrated rods.

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

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

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

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

Technologies & Software

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