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Automation Risk Analysis

Will “Tumbler Tender” be Automated?

Historical Context: Oxford Study (2013)

Ranked #255 of 702. Estimated risk: 37.0%

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AI Exposure Risk

52%

“Tumbler Tender” 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 Tender” 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.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles