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Automation Risk Analysis

Will “Regenerator Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #255 of 702. Estimated risk: 37.0%

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AI Exposure Risk

52%

“Regenerator 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

60%

“Regenerator 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 60% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend heating equipment other than basic metal, plastic, or food processing equipment. Includes activities such as annealing glass, drying lumber, curing rubber, removing moisture from materials, or boiling soap.

Avg. Annual Salary $49,250
Avg. Hourly Wage $23.68
Available Jobs (US) 16,160
Job Title & Hierarchy Code (SOC) Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders #51-9051
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders”

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Core Skills & Abilities

  • Feed fuel, such as coal and coke, into fireboxes or onto conveyors, and remove ashes from furnaces, using shovels and buckets.

  • Clean, lubricate, and adjust equipment, using scrapers, solvents, air hoses, oil, and hand tools.

  • Remove products from equipment, manually or using hoists, and prepare them for storage, shipment, or additional processing.

  • Replace worn or defective equipment parts, using hand tools.

  • Stop equipment and clear blockages or jams, using fingers, wire, or hand tools.

  • Transport materials and products to and from work areas, manually or using carts, handtrucks, or hoists.

  • Direct crane operators and crew members to load vessels with materials to be processed.

  • Load equipment receptacles or conveyors with material to be processed, by hand or using hoists.

  • Read and interpret work orders and instructions to determine work assignments, process specifications, and production schedules.

  • Weigh or measure specified amounts of ingredients or materials for processing, using devices such as scales and calipers.

  • Press and adjust controls to activate, set, and regulate equipment according to specifications.

  • Calculate amounts of materials to be loaded into furnaces, adjusting amounts as necessary for specific conditions.

  • Record gauge readings, test results, and shift production in log books.

  • Examine or test samples of processed substances, or collect samples for laboratory testing, to ensure conformance to specifications.

  • Melt or refine metal before casting, calculating required temperatures, and observe metal color, adjusting controls as necessary to maintain required temperatures.

  • Confer with supervisors or other equipment operators to report equipment malfunctions or to resolve production problems.

  • Monitor equipment operation, gauges, and panel lights to detect deviations from standards.

Technologies & Software

  • Mistral (Mistral AI)
  • DeepSeek
  • Cognex Vision AI
  • Siemens Industrial AI
  • Machine operation software
  • Rockwell Automation AI
  • Inventory tracking software
  • Nova (Amazon)
  • Microsoft Excel
  • ABB AI Robotics
  • Grok (xAI)
  • ChatGPT (OpenAI)
  • Llama (Meta)
  • Microsoft Word
  • Gemini (Google)
  • Claude (Anthropic)
  • Kimi (Moonshot AI)
  • Sight Machine AI
  • Qwen (Alibaba)
  • Continuous baking furnaces
  • Digital micrometers
  • Industrial production electric furnaces
  • Tracked overhead cranes
  • Moving carts
  • Electric moisture meters
  • Swing saws
  • Natural gas powered boilers
  • Electronic top-loading balances
  • Curing ovens
  • Resistance moisture meters
  • Industrial air dryers
  • High-heat digital thermometers
  • Basket strainers
  • Conveyor belts
  • Portable saws
  • Cleaning scrapers
  • Material shovels
  • Glass kilns
  • Digital bench scales
  • Optical pyrometers
  • Radial arm saws
  • Drying ovens
  • Wheeled forklifts
  • Digital calipers
  • Hot air core drying ovens
  • Triple beam balances
  • Self-calculating balances
  • Dielectric power loss moisture meters
  • Handtrucks
  • Digital hygrometers
  • Table saws
  • Skid steers
  • Electric hoists

Alternative Job Titles