Career card

Metal-Refining Furnace Operators and Tenders

Also called: Central Melt Specialist, Furnace Operator, Melter, Vacuum Melter

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.

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Median pay BLS, 2025$54,430
Openings a year BLS, 2025–351,400
Typical education to start BLSHigh school diploma or equivalent
AI exposure BLS, Aug 2026 Low
Projected job growth BLS, 2025–35 -2.9%

What the data says: AI could halve the time on 1 of its 15 tasks, and jobs are projected to shrink 2.9% by 2035. How to think about this →

About this projection

BLS builds AI into its projections where the research supports it: “BLS generally applies adjustments based on this research conservatively, where there is convincing evidence for a change.”

It also notes a limit: “BLS projection methods are not designed to capture extremely rapid technological change.”

On its AI exposure groups, BLS says exposure “does not imply job loss.”

Recent conditions

  • In 2024, 3.5% of people in this work were unemployed, against 3.8% across all occupations Census ACS 2024, all workers in the Census group “Other metal workers and plastic workers”
  • From Sep 2025 to Aug 2026, 5.4 hires for every 10 job openings in durable goods manufacturing, which employs about 99% of people in this work, against 7.3 across all industries BLS JOLTS One box per opening, filled for each hire; hires beyond the openings are added in a lighter shade. Higher can mean openings get filled, or that people leave often; lower, that jobs go unfilled, or hiring is slow.

How to read these

Pay compared with all occupations BLS median wages Pays more than 40% of 825 occupations
lowest-paidhighest-paid

Median pay by state BLS OEWS May 2025, state estimates

$40k$76knot published

Median pay in every state
StateMedianMiddle half earnJobs
Alabama$54,260$45,830 to $60,1201,250
Arizona$59,830$48,760 to $60,710490
Arkansas$39,920$36,840 to $45,930490
California$58,310$48,750 to $69,830280
Connecticut$50,510$47,030 to $56,94060
Florida$49,780$46,950 to $59,740700
Georgia$47,750$37,610 to $58,700230
Illinois$51,020$47,520 to $59,350590
Indiana$58,300$45,620 to $65,0401,520
Iowa$57,030$49,020 to $60,020330
Kansas$44,800$38,340 to $50,230100
Kentucky$59,040$49,220 to $63,360810
Massachusetts$58,480$47,010 to $65,910240
Michigan$44,900$39,840 to $54,620680
Minnesota$75,880$50,770 to $79,070200
Mississippi$39,610$35,860 to $45,940120
Missouri$55,480$51,570 to $62,780200
Nebraska$52,800$43,250 to $64,80060
Nevada$56,790$46,290 to $62,700130
New Hampshire$46,380$44,060 to $54,88060
New Jersey$75,020$60,430 to $79,110150
New Mexico$50,260$43,240 to $55,83060
New York$66,440$61,270 to $78,270760
North Carolina$60,780$44,930 to $61,780390
Ohio$55,080$47,960 to $62,6701,790
Oklahoma$48,890$43,800 to $55,080110
Oregon$64,410$51,220 to $81,680400
Pennsylvania$55,910$48,740 to $61,9501,230
South Carolina$44,160$39,180 to $58,130290
Tennessee$57,490$46,190 to $68,880730
Texas$46,670$40,080 to $56,670600
Utah$60,510$47,670 to $70,990330
Virginia$57,000$43,950 to $69,230110
Washington$62,850$49,480 to $85,370330
West Virginia$56,290$44,170 to $57,48070
Wisconsin$48,260$46,270 to $55,960540

Nationally: $54,430. Shades run from the lowest state median to the highest; a territory below that range takes the lightest. How to read this

How AI touches the work

What AI could speed up, task by task, and where people already use it.

AI could halve the time on 1 of its 15 tasks

0 · AI alone could halve the time 1 · AI + software built on it could 14 · Not much
AI ratingIts main tasks Share of Claude conversations
May 2026
Not much Inspect furnaces and equipment to locate defects and wear. Not published
AI + software Record production data, and maintain production logs. under 0.01%
Not much Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures. Not published
Not much Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures. Not published
Not much Operate controls to move or discharge metal workpieces from furnaces. Not published
Not much Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications. Not published
See all 15 tasks
Not much Drain, transfer, or remove molten metal from furnaces, and place it into molds, using hoists, pumps, or ladles. Not published
Not much Weigh materials to be charged into furnaces, using scales. Not published
Not much Kindle fires, and shovel fuel and other materials into furnaces or onto conveyors by hand, with hoists, or by directing crane operators. Not published
Not much Prepare material to load into furnaces, including cleaning, crushing, or applying chemicals, by using crushing machines, shovels, rakes, or sprayers. Not published
Not much Remove impurities from the surface of molten metal, using strainers. Not published
Not much Sprinkle chemicals over molten metal to bring impurities to the surface. Not published
Not much Direct work crews in the cleaning and repair of furnace walls and flooring. Not published
Not much Scrape accumulations of metal oxides from floors, molds, and crucibles, and sift and store them for reclamation. Not published
Not much Observe operations inside furnaces, using television screens, to ensure that problems do not occur. Not published

Ordered by how important O*NET's respondents rate each task (1 to 5) times the share who say it is part of their job. The ordering is ours. 1 of the 15 have a published share of Claude conversations; “not published” means too few conversations for Anthropic to publish a figure.

Where people already use AI

The tasks above say what AI could speed up. This shows what people are using it for. Its 15 tasks fall under 14 work activities that many occupations share, and Microsoft counted how often each one came up in 200,000 conversations with its Copilot assistant in 2024.

Tasks AI could speed up1 of 15 tasksEloundou et al. ratings (2023)
Its activities among the 50 people ask AI for help with most0 of 14 activities Microsoft Copilot (2024), ranked among all 332 activities. The cut-off of 50 is ours.
Work activity This occupation's tasks under it People asked AI for help
in 10,000 conversations
AI did it for them
in 10,000 conversations
Prepare industrial materials for processing or use 0.42#277 0.17#251
Adjust equipment to ensure adequate performance 20#57 4.31#101
Monitor equipment operation 1.87#203 0.26#236
Load products, materials, or equipment for transportation or further processing 0.15#308 0.01#322
Determine resource needs of projects or operations 6.29#111 2.93#115
Measure physical characteristics of materials, products, or equipment 6.04#113 1.15#158
Clean workpieces, finished products, or other objects 4.02#145 1.20#155
Clean tools, equipment, facilities, or work areas 3.36#158 1.16#157
Show all 14 activities
Maintain operational records 2.92#170 0.49#209
Direct organizational operations, activities, or procedures 1.85#204 0.36#225
Inspect commercial, industrial, or production systems or equipment 0.84#245 0.32#232
Collect samples of products or materials 0.70#256 0.13#262
Signal others to coordinate work activities 0.33#283 0.74#179
Operate lifting or moving equipment 0.09#318 0.02#311
Task: AI alone Task: AI + software Task: not much #: rank among all 332 activities Microsoft measured (#1 = most common; activities that never came up share last place, shown as “tied”)
Where the two sources differ: “Maintain operational records” holds 1 task rated AI + software, yet people asked AI for help with it in 2.92 of every 10,000 conversations, #170 of 332.

How people in this work use Claude

What people in this work made with Claude % of conversations

  • Data or a spreadsheet33%
  • A document or report19%
  • A plan or strategy14%
  • An app or website9%
  • A script or snippet7%

How they worked with Claude

100% handed the task off0% worked on it together

37% of these conversations were about work. Anthropic Economic Index, May 2026.

How to read this

Work activities come from O*NET, which links every task to the broader activities it involves. Microsoft's figures are for the activity across everyone who used Copilot, not for metal-refining furnace operators and tenders specifically. Copilot is a general chat assistant; dedicated coding tools are not included, so programming help is under-counted here. Activities are listed by how many of this occupation's tasks fall under them.

The task ratings say whether AI could halve the time a task takes: on its own (“AI alone”), or with software built on it (“AI + software”). They were made by people in 2023 (Eloundou et al.). Claude's share is the task's share of all Claude.ai conversations in May 2026; Anthropic doesn't publish a task with too few conversations. None of these add up to the BLS exposure group, which combines five research measures.

More in the Guide: task ratings · task order · work activities · Copilot figures · Claude

High exposure doesn't mean fewer jobs

BLS projects most occupations in its two most exposed groups to grow: 141 of 206 rated Very high and 165 of 206 rated High. Each dot is one of the 831 occupations BLS rates.

AI exposure and projected job growth, 831 occupationsLow exposure: 134 of 213 occupations projected to grow. Moderate exposure: 151 of 206 occupations projected to grow. High exposure: 165 of 206 occupations projected to grow. Very high exposure: 141 of 206 occupations projected to grow.-20%-15%-10%-5%0%+5%+10%+15%+20%+25%Low134 of 213 growingModerate151 of 206 growingHigh165 of 206 growingVery high141 of 206 growing11 occupations outside −20% to +25% are drawn at the edge. Click a dot to see that occupation.Metal-refining furnace operators and tenders: -2.9%Metal-Refining Furnace Operators and TendersAI exposure and projected job growth, 831 occupationsLow exposure: 134 of 213 occupations projected to grow. Moderate exposure: 151 of 206 occupations projected to grow. High exposure: 165 of 206 occupations projected to grow. Very high exposure: 141 of 206 occupations projected to grow.-20%-15%-10%-5%0%+5%+10%+15%+20%+25%Low134 of 213Moderate151 of 206High165 of 206Very high141 of 20611 occupations outside −20% to +25% are drawn at the edge. Tap a dot.Metal-refining furnace operators and tenders: -2.9%Metal-Refining Furnace Operators and Tenders

Career moves into and out of this occupation

From moves between occupations found in online resumes, 2002–2016. Career changes only: a first job after school isn't a move.

Where people moved next

of 67,935 moves out

  1. 1 Managers, All Other (2010 group) an older group BLS has since split; no exposure group today 5%
  2. 2 Chief Executives Very high +3.2% 5%
  3. 3 General and Operations Managers High +5.0% 5%
  4. 4 Management Analysts Very high +10.1% 5%
  5. 5 Marketing Managers Very high +6.9% 3%

Where people moved in from

of 79,550 moves in

  1. 1 Managers, All Other (2010 group) an older group BLS has since split; no exposure group today 5%
  2. 2 General and Operations Managers High +5.0% 5%
  3. 3 Marketing Managers Very high +6.9% 3%
  4. 4 Chief Executives Very high +3.2% 3%
  5. 5 Management Analysts Very high +10.1% 3%

Resumes over-represent younger, white-collar job-seekers and moves into management. Schubert, Stansbury and Taska (resume data).

Education and training for the occupation

Education people in it hold

O*NET survey of workers in this occupation

  • 100% not published

O*NET marks 100% of the answers as too uncertain to publish, so the parts shown don't add up to 100%.

O*NET 31.0 survey of workers in this occupation · 20 people answered.

Census survey (American Community Survey)

  • 14% less than high school
  • 52% high school
  • 21% some college
  • 8% associate's
  • 4% bachelor's
  • 1% master's

Census ACS 2024, all workers in the Census group “Other metal workers and plastic workers” · 3,391 people surveyed.

Why the two can differ

O*NET asks about 20 people in each occupation, which makes its shares uncertain, but it reports the exact occupation and counts certificates. The Census survey reaches thousands, but it groups some occupations together and counts degrees only. More in the Guide

Median pay by highest degree full-time, year-round · Census ACS 2024, all workers in the Census group “Other metal workers and plastic workers”

Jobs that require a credential BLS Occupational Requirements Survey 2023

36.7% this occupation

45.3% all occupations

By kindThis occupationAll occupations
a licensenot published
a certificationnot published
an educational certificatenot published

Share of jobs whose employer requires it. BLS doesn't say which credential. How to read this

Look up certifications, training and licenses U.S. Department of Labor

  • Certification Finder ↗ certifications CareerOneStop lists for this occupation
  • Training Finder ↗ schools and programs, nationwide; narrow the place there
  • License Finder ↗ licenses by state
  • Apprenticeship Finder ↗ DOL lists 2 registered apprenticeships in this occupation (CUPOLA TENDER; FURNACE OPERATOR). Apprenticeship.gov can't be linked to one occupation, so search for “Metal-Refining Furnace Operators and Tenders” there.

These open in a new tab and send only the occupation's public code. More in the Guide

See where your own career could go Start by uploading your resume Browse careers

BLS AI exposure categories (Aug 2026) · BLS Employment Projections 2025–35 · O*NET 31.0 · Task ratings: Eloundou et al., Science (2024) · Microsoft "Working with AI" v1.1 · Anthropic Economic Index (2026-06-26) · Schubert, Stansbury and Taska · NCES CIP–SOC · Census ACS 2024 · BLS JOLTS

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