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Automation Risk Analysis

Will “Starch Cooker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #255 of 702. Estimated risk: 37.0%

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AI Exposure Risk

52%

“Starch Cooker” 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%

“Starch Cooker” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles