Structural Metal Fabricators and Fitters
Fabricate, position, align, and fit parts of structural metal products.
AI Impact Summary
Structural Metal Fabricators and Fitters faces moderate AI displacement risk with a score of 29/100. This occupation has higher AI displacement risk than 35% of all analyzed occupations. Of 23 analyzed tasks, 0 are highly automatable. 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.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Structural Metal Fabricators and Fitters skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
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Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
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
23 tasks analyzed
Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes.
Align and fit parts according to specifications, using jacks, turnbuckles, wedges, drift pins, pry bars, and hammers.
Move parts into position, manually or with hoists or cranes.
Study engineering drawings and blueprints to determine materials requirements and task sequences.
Position, align, fit, and weld parts to form complete units or subunits, following blueprints and layout specifications, and using jigs, welding torches, and hand tools.
Set up and operate fabricating machines, such as brakes, rolls, shears, flame cutters, grinders, and drill presses, to bend, cut, form, punch, drill, or otherwise form and assemble metal components.
Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.
Tack-weld fitted parts together.
Lift or move materials and finished products, using large cranes.
Remove high spots and cut bevels, using hand files, portable grinders, and cutting torches.
Mark reference points onto floors or face blocks and transpose them to workpieces, using measuring devices, squares, chalk, and soapstone.
Set up face blocks, jigs, and fixtures.
Position or tighten braces, jacks, clamps, ropes, or bolt straps, or bolt parts in position for welding or riveting.
Locate and mark workpiece bending and cutting lines, allowing for stock thickness, machine and welding shrinkage, and other component specifications.
Erect ladders and scaffolding to fit together large assemblies.
Design and construct templates and fixtures, using hand tools.
Hammer, chip, and grind workpieces to cut, bend, and straighten metal.
Install boilers, containers, and other structures.
Direct welders to build up low spots or short pieces with weld.
Straighten warped or bent parts, using sledges, hand torches, straightening presses, or bulldozers.
Smooth workpiece edges and fix taps, tubes, and valves.
Preheat workpieces to make them malleable, using hand torches or furnaces.
Heat-treat parts, using acetylene torches.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes. | 40Estimated | 49.0% | 5% | |
| Align and fit parts according to specifications, using jacks, turnbuckles, wedges, drift pins, pry bars, and hammers. | 5Estimated | 11.0% | 8% | |
| Move parts into position, manually or with hoists or cranes. | 40Estimated | 49.0% | 5% | |
| Study engineering drawings and blueprints to determine materials requirements and task sequences. | 65Estimated | 53.0% | 6% | |
| Position, align, fit, and weld parts to form complete units or subunits, following blueprints and layout specifications, and using jigs, welding torches, and hand tools. | 15Estimated | 15.0% | 10% | |
| Set up and operate fabricating machines, such as brakes, rolls, shears, flame cutters, grinders, and drill presses, to bend, cut, form, punch, drill, or otherwise form and assemble metal components. | 75Estimated | 63.0% | 8% | |
| Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met. | 50Estimated | 53.0% | 4% | |
| Tack-weld fitted parts together. | 60Estimated | 57.0% | 5% | |
| Lift or move materials and finished products, using large cranes. | 60Estimated | 57.0% | 3% | |
| Remove high spots and cut bevels, using hand files, portable grinders, and cutting torches. | 10Estimated | 13.0% | 4% | |
| Mark reference points onto floors or face blocks and transpose them to workpieces, using measuring devices, squares, chalk, and soapstone. | 40Estimated | 49.0% | 3% | |
| Set up face blocks, jigs, and fixtures. | 10Estimated | 13.0% | 4% | |
| Position or tighten braces, jacks, clamps, ropes, or bolt straps, or bolt parts in position for welding or riveting. | 35Estimated | 47.0% | 4% | |
| Locate and mark workpiece bending and cutting lines, allowing for stock thickness, machine and welding shrinkage, and other component specifications. | 60Estimated | 51.0% | 4% | |
| Erect ladders and scaffolding to fit together large assemblies. | 25Estimated | 43.0% | 2% | |
| Design and construct templates and fixtures, using hand tools. | 50Estimated | 47.0% | 4% | |
| Hammer, chip, and grind workpieces to cut, bend, and straighten metal. | 40Estimated | 49.0% | 4% | |
| Install boilers, containers, and other structures. | 5Estimated | 11.0% | 3% | |
| Direct welders to build up low spots or short pieces with weld. | 30Estimated | 27.0% | 3% | |
| Straighten warped or bent parts, using sledges, hand torches, straightening presses, or bulldozers. | 10Estimated | 13.0% | 4% | |
| Smooth workpiece edges and fix taps, tubes, and valves. | 45Estimated | 51.0% | 3% | |
| Preheat workpieces to make them malleable, using hand torches or furnaces. | 45Estimated | 51.0% | 2% | |
| Heat-treat parts, using acetylene torches. | 45Estimated | 51.0% | 2% |
Protective Factors
Total protective discount: 23.8%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$49,900
per year
Mean Wage
$52,740
per year
Employment
53K
workers
Wage Range
$37,370 - $70,510
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Structural Metal Fabricators and Fitters 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
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- 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.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving 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.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- 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.
- Active Learning
Active Learning 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.
Score History
Risk score over 2 scoring runs
overall change