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Automation Risk Analysis

Will “Hydrogenation Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Hydrogenation 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%

“Hydrogenation 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

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

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

  • Defrost frozen valves, using steam hoses.

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

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

  • Gauge tank levels, using calibrated rods.

  • 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.

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

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

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

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

  • Repair or replace damaged equipment.

  • 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.

  • 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.

  • 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.

  • Calculate material requirements or yields according to formulas.

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

Technologies & Software

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