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Automation Risk Analysis

Will “Tumbler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #255 of 702. Estimated risk: 37.0%

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AI Exposure Risk

52%

“Tumbler” 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%

“Tumbler” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles