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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

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

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

  • 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.

  • 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.

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

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

  • 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.

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

  • Repair or replace damaged equipment.

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

  • 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.

  • 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.

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

  • 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.

  • Defrost frozen valves, using steam hoses.

Technologies & Software

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