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Automation Risk Analysis

Will “Processing Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Processing 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%

“Processing 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

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

  • 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.

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

  • 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.

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

  • 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.

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

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

  • 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.

  • Repair or replace damaged equipment.

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

  • Defrost frozen valves, using steam hoses.

  • Gauge tank levels, using calibrated rods.

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

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

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

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

Technologies & Software

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