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Automation Risk Analysis

Will “Tray Drier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #255 of 702. Estimated risk: 37.0%

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AI Exposure Risk

52%

“Tray Drier” 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%

“Tray Drier” 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles