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Automation Risk Analysis

Will “Badger Distiller Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #487 of 702. Estimated risk: 85.0%

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AI Exposure Risk

51%

“Badger Distiller 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%

“Badger Distiller 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

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

  • 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.

  • 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.

  • 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.

  • Defrost frozen valves, using steam hoses.

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

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

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

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

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

  • Gauge tank levels, using calibrated rods.

  • Repair or replace damaged equipment.

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

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

  • 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.

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

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

Technologies & Software

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