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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

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

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

  • Repair or replace damaged 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.

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

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

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

  • 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.

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

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

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

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

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

  • Gauge tank levels, using calibrated rods.

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

  • Calculate material requirements or yields according to formulas.

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

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

Technologies & Software

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