56/100
ModerateHow much of this occupation’s work can be materially affected by current AI systems.
44/100
ModerateHow likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
Task-level evidence
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
TaskImportanceAI impactExposure
Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated.High67
Adjust controls to maintain temperatures and heating times, using thermal instruments and charts, dials and gauges of furnaces, and color of stock in furnaces to make setting determinations.High68
Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces.High69
Start conveyors and open furnace doors to load stock, or signal crane operators to uncover soaking pits and lower ingots into them.High68
Determine types and temperatures of baths and quenching media needed to attain specified part hardness, toughness, and ductility, using heat-treating charts and knowledge of methods, equipment, and metals.High66
Set up and operate or tend machines, such as furnaces, baths, flame-hardening machines, and electronic induction machines, that harden, anneal, and heat-treat metal.High63
Determine flame temperatures, current frequencies, heating cycles, and induction heating coils needed, based on degree of hardness required and properties of stock to be treated.High67
Signal forklift operators to deposit or extract containers of parts into and from furnaces and quenching rinse tanks.High69
Set and adjust speeds of reels and conveyors for prescribed time cycles to pass parts through continuous furnaces.High69
Position stock in furnaces, using tongs, chain hoists, or pry bars.High69
Heat billets, bars, plates, rods, and other stock to specified temperatures preparatory to forging, rolling, or processing, using oil, gas, or electrical furnaces.High68
Reduce heat when processing is complete to allow parts to cool in furnaces or machinery.High66
Mount workpieces in fixtures, on arbors, or between centers of machines.High66
Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating.High32
Test parts for hardness, using hardness testing equipment, or by examining and feeling samples.High37
Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times.High23
Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths.High18
Move controls to light gas burners and to adjust gas and water flow and flame temperature.High18
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces.69
- Signal forklift operators to deposit or extract containers of parts into and from furnaces and quenching rinse tanks.69
- Set and adjust speeds of reels and conveyors for prescribed time cycles to pass parts through continuous furnaces.69
- Position stock in furnaces, using tongs, chain hoists, or pry bars.69
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths.01
- Move controls to light gas burners and to adjust gas and water flow and flame temperature.02
- Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times.03
- Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated.04
- Adjust controls to maintain temperatures and heating times, using thermal instruments and charts, dials and gauges of furnaces, and color of stock in furnaces to make setting determinations.05
Where else this work leads
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
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Related work
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Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
Methodology & sources
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
Confidence83/100
CalculatedAug 21, 2026
Read methodology →