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AI Work Index

Headline risk

8%

Low Risk

Metal-refining furnace operators and tenders

United States AI Work IndexISCO 8122crosswalk_exact

United States AI Work Index tracks this occupation on the shared structural baseline and then layers on local demand resilience, wages, and confidence.

20.8 current · 20.3 projectedConfidence high

Why This Score

Tasks 100%

Share of job tasks that overlap with current AI capabilities

Wage $56K

Median annual wage

Demand -2%

Projected employment change over 10 years

Preparation Zone 2

Typical preparation needed for this occupation

Occupation profile

Operate or tend furnaces, such as gas, oil, coal, electric-arc or electric induction, open-hearth, or oxygen furnaces, to melt and refine metal before casting or to produce specified types of steel.

Task evidence

100% weighted task match · 0% effective coverage

Scores combine AI task overlap, human advantages, and local demand. How it works

United States Now

Median Wage

USD 55,770

Employment 2024

20.8K

Projected Change (2024–34)

-2.3%

Openings (2024–34)

2.0K

Wage distribution

Bottom 10%: USD 38,76025th pctl: USD 46,550Median: USD 55,77075th pctl: USD 65,070Top 10%: USD 80,280

Demand outlook

Overall employment of metal and plastic machine workers is projected to grow 7 percent from 2024 to 2034, decline.

Education: High school diploma or equivalent Experience: None

Role Profile

Detail orientedFine motorAdaptability

Tasks

  • 1. Inspect furnaces and equipment to locate defects and wear. AI use: 0%
  • 2. Record production data, and maintain production logs. AI use: 0%
  • 3. Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures. AI use: 0%
  • 4. Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures. AI use: 0%
  • 5. Operate controls to move or discharge metal workpieces from furnaces. AI use: 0%
  • 6. Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications. AI use: 0%

Technologies

Microsoft ExcelMicrosoft Office softwareProcess control softwareProcess safety management softwareProduction tracking system software

Requirements

License required: <15%License required: >85%

Work context

Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets 5.0/5
Exposed to Contaminants 5.0/5
Exposed to Minor Burns, Cuts, Bites, or Stings 4.9/5
Exposed to Very Hot or Cold Temperatures 4.8/5
Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable 4.5/5
Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls 4.5/5

Worker profile

Median age 39.3 · 53K employed

Under 25: 15% · 25–54: 66% · 55+: 19%

Related

No direct US role match is available yet for this occupation.