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Automation Risk Analysis

Will “Chemical Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Chemical 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%

“Chemical 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

  • 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.

  • 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.

  • 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.

  • Defrost frozen valves, using steam hoses.

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

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

  • Calculate material requirements or yields according to formulas.

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

  • 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.

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

  • Repair or replace damaged equipment.

  • 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.

  • 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.

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

Technologies & Software

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