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Automation Risk Analysis

Will “Plant Associate” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Plant Associate” 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%

“Plant Associate” 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

  • 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.

  • Gauge tank levels, using calibrated rods.

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

  • Defrost frozen valves, using steam hoses.

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

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

  • 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.

  • 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.

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

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

  • 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.

  • Repair or replace damaged equipment.

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

  • Calculate material requirements or yields according to formulas.

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

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

Technologies & Software

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