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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.

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

  • Defrost frozen valves, using steam hoses.

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

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

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

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

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

  • Gauge tank levels, using calibrated rods.

  • Calculate material requirements or yields according to formulas.

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

  • 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.

  • 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.

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

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

  • 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.

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

Technologies & Software

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