Job Check
Metal-Refining Furnace Operators and Tenders
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.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.Mostly human for now
- 02Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.Mostly human for now
- 03Weigh materials to be charged into furnaces, using scales.Mostly human for now
- 04Record production data, and maintain production logs.AI could speed this up a lot
- 05Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.Mostly human for now
- 06Operate controls to move or discharge metal workpieces from furnaces.Mostly human for now
- 07Inspect furnaces and equipment to locate defects and wear.Mostly human for now
- 08Drain, transfer, or remove molten metal from furnaces, and place it into molds, using hoists, pumps, or ladles.Mostly human for now
- 09Kindle fires, and shovel fuel and other materials into furnaces or onto conveyors by hand, with hoists, or by directing crane operators.Mostly human for now
- 10Prepare material to load into furnaces, including cleaning, crushing, or applying chemicals, by using crushing machines, shovels, rakes, or sprayers.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job lossToo little dataNot enough work use was seen to measure. This does not mean the job is safe from AI.Anthropic, 2026
10%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 20% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 97% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.
- Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
- Prepare material to load into furnaces, including cleaning, crushing, or applying chemicals, by using crushing machines, shovels, rakes, or sprayers.