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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

  • 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.

  • Defrost frozen valves, using steam hoses.

  • Repair or replace damaged equipment.

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

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

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

  • Gauge tank levels, using calibrated rods.

  • 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.

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

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

  • Calculate material requirements or yields according to formulas.

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

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

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

  • 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.

  • 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.

Technologies & Software

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