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Automation Risk Analysis

Will “Petroleum Refining Firer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #255 of 702. Estimated risk: 37.0%

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AI Exposure Risk

52%

“Petroleum Refining Firer” 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%

“Petroleum Refining Firer” 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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles