As of June 2026, Metal-Refining Furnace Operators and Tenders has an AI-exposure score of 51/100 (Elevated exposure) on the AI-Safe Careers index, blending O*NET tasks, the Anthropic Economic Index, the Penn/OpenAI study, and BLS data. This is an estimate of task exposure, not a prediction of job loss.

AI Exposure Score for

Metal-Refining Furnace Operators and Tenders

51/100
Elevated exposure
LowModerateElevatedHighVery High

More exposed than 36% of the roles we track. Median pay ~US$54,430. About 2,000 projected openings a year (BLS 2024–34 — growth plus replacement).

Pay & demand figures are US medians (BLS, in USD) — your local figures will differ. Your exposure score applies broadly.

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How you compare to similar Production roles

Metal-Refining Furnace Operators and Tenders (you)
51
Textile Bleaching and Dyeing Machine Operators and Tenders
51
Forging Machine Setters, Operators, and Tenders, Metal and Plastic
51
Etchers and Engravers
51
Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic
50
Electromechanical Equipment Assemblers
50
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Your tasks, by AI exposure

Automatable
  • Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
  • Record production data, and maintain production logs.
Augmentable
  • Direct work crews in the cleaning and repair of furnace walls and flooring.
  • Weigh materials to be charged into furnaces, using scales.
  • Observe operations inside furnaces, using television screens, to ensure that problems do not occur.
  • Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.
  • Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.
  • Kindle fires, and shovel fuel and other materials into furnaces or onto conveyors by hand, with hoists, or by directing crane operators.
  • Scrape accumulations of metal oxides from floors, molds, and crucibles, and sift and store them for reclamation.
  • Prepare material to load into furnaces, including cleaning, crushing, or applying chemicals, by using crushing machines, shovels, rakes, or sprayers.
  • Remove impurities from the surface of molten metal, using strainers.
  • Sprinkle chemicals over molten metal to bring impurities to the surface.
  • Inspect furnaces and equipment to locate defects and wear.
  • Operate controls to move or discharge metal workpieces from furnaces.
  • Drain, transfer, or remove molten metal from furnaces, and place it into molds, using hoists, pumps, or ladles.
Durable

No durable tasks identified for this role — its real, individually-assessed tasks consistently read as augmentable (87%).

Safer adjacent roles

Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic
80% skills overlap · Elevated exposure · ~US$48,750
50
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
72% skills overlap · Elevated exposure · ~US$48,040
54
Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders
56% skills overlap · Moderate exposure · ~US$47,920
47
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders
48% skills overlap · Elevated exposure · ~US$43,530
54
Welders, Cutters, Solderers, and Brazers
40% skills overlap · Low exposure · ~US$53,750
36
Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders
40% skills overlap · Elevated exposure · ~US$45,760
55

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Important: This is an estimate of AI exposure, not a prediction that your job will disappear. It is designed to help you understand how your role may change and improve your career resilience.