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Automation Risk Analysis

Will “Denitrator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Denitrator” 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%

“Denitrator” 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.

  • 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.

  • 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.

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

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

  • 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.

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

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

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

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

  • Calculate material requirements or yields according to formulas.

  • Repair or replace damaged equipment.

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

  • Gauge tank levels, using calibrated rods.

  • 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.

  • Defrost frozen valves, using steam hoses.

Technologies & Software

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