Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic
Set up, operate, or tend heating equipment, such as heat-treating furnaces, flame-hardening machines, induction machines, soaking pits, or vacuum equipment to temper, harden, anneal, or heat-treat metal or plastic objects.
AI Impact Summary
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 91% of all analyzed occupations. Of 26 analyzed tasks, 4 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
26 tasks analyzed
Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated.
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.
Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times.
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.
Set up and operate die-quenching machines to prevent parts from warping.
Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating.
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.
Set and adjust speeds of reels and conveyors for prescribed time cycles to pass parts through continuous furnaces.
Start conveyors and open furnace doors to load stock, or signal crane operators to uncover soaking pits and lower ingots into them.
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.
Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces.
Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths.
Test parts for hardness, using hardness testing equipment, or by examining and feeling samples.
Move controls to light gas burners and to adjust gas and water flow and flame temperature.
Place completed workpieces on conveyors, using cold rods, tongs, or chain hoists, or signal crane operators to transport them to subsequent stations.
Signal forklift operators to deposit or extract containers of parts into and from furnaces and quenching rinse tanks.
Reduce heat when processing is complete to allow parts to cool in furnaces or machinery.
Mount workpieces in fixtures, on arbors, or between centers of machines.
Mount fixtures and industrial coils on machines, using hand tools.
Heat billets, bars, plates, rods, and other stock to specified temperatures preparatory to forging, rolling, or processing, using oil, gas, or electrical furnaces.
Position stock in furnaces, using tongs, chain hoists, or pry bars.
Instruct new workers in machine operation.
Repair, replace, and maintain furnace equipment as needed, using hand tools.
Clean oxides and scales from parts or fittings, using steam sprays or chemical and water baths.
Stamp heat-treatment identification marks on parts, using hammers and punches.
Position parts in plastic bags, and seal bags with irons.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated. | 92Estimated | 86.0% | 4% | |
| 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. | 90Estimated | 85.2% | 4% | |
| Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times. | 97Estimated | 88.0% | 3% | |
| 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. | 90Estimated | 85.2% | 4% | |
| Set up and operate die-quenching machines to prevent parts from warping. | 45Estimated | 51.0% | 4% | |
| Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating. | 85Estimated | 67.0% | 4% | |
| 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. | 80Estimated | 65.0% | 6% | |
| Set and adjust speeds of reels and conveyors for prescribed time cycles to pass parts through continuous furnaces. | 80Estimated | 65.0% | 4% | |
| Start conveyors and open furnace doors to load stock, or signal crane operators to uncover soaking pits and lower ingots into them. | 60Estimated | 57.0% | 4% | |
| 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. | 50Estimated | 53.0% | 9% | |
| Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces. | 60Estimated | 57.0% | 6% | |
| Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths. | 65Estimated | 59.0% | 6% | |
| Test parts for hardness, using hardness testing equipment, or by examining and feeling samples. | 70Estimated | 61.0% | 4% | |
| Move controls to light gas burners and to adjust gas and water flow and flame temperature. | 65Estimated | 59.0% | 3% | |
| Place completed workpieces on conveyors, using cold rods, tongs, or chain hoists, or signal crane operators to transport them to subsequent stations. | 50Estimated | 53.0% | 4% | |
| Signal forklift operators to deposit or extract containers of parts into and from furnaces and quenching rinse tanks. | 40Estimated | 49.0% | 2% | |
| Reduce heat when processing is complete to allow parts to cool in furnaces or machinery. | 85Estimated | 67.0% | 3% | |
| Mount workpieces in fixtures, on arbors, or between centers of machines. | 45Estimated | 51.0% | 4% | |
| Mount fixtures and industrial coils on machines, using hand tools. | 35Estimated | 47.0% | 3% | |
| Heat billets, bars, plates, rods, and other stock to specified temperatures preparatory to forging, rolling, or processing, using oil, gas, or electrical furnaces. | 65Estimated | 59.0% | 5% | |
| Position stock in furnaces, using tongs, chain hoists, or pry bars. | 30Estimated | 45.0% | 4% | |
| Instruct new workers in machine operation. | 30Estimated | 27.0% | 2% | |
| Repair, replace, and maintain furnace equipment as needed, using hand tools. | 15Estimated | 15.0% | 3% | |
| Clean oxides and scales from parts or fittings, using steam sprays or chemical and water baths. | 70Estimated | 61.0% | 3% | |
| Stamp heat-treatment identification marks on parts, using hammers and punches. | 40Estimated | 49.0% | 2% | |
| Position parts in plastic bags, and seal bags with irons. | 65Estimated | 59.0% | 2% |
Protective Factors
Total protective discount: 24.8%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$47,450
per year
Mean Wage
$49,030
per year
Employment
15K
workers
Wage Range
$35,260 - $64,290
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Equipment Maintenance
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change