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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.

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

  • 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.

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

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

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

  • 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.

  • Calculate material requirements or yields according to formulas.

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

  • 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.

  • 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.

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

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

  • Defrost frozen valves, using steam hoses.

  • Repair or replace damaged equipment.

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

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

Technologies & Software

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