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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

  • Calculate material requirements or yields according to formulas.

  • Repair or replace damaged equipment.

  • Gauge tank levels, using calibrated rods.

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

  • 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.

  • 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.

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

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

  • 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.

  • Defrost frozen valves, using steam hoses.

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

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

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

  • 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.

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

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

Technologies & Software

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