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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

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

  • Calculate material requirements or yields according to formulas.

  • Gauge tank levels, using calibrated rods.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Repair or replace damaged equipment.

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

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

  • Defrost frozen valves, using steam hoses.

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

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

Technologies & Software

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