AI JOB RISK SCANNER
O*NET-SOC 51-2041.00 / model V11 rated-task engine

Will AI replace
Structural Metal Fabricators and Fitters?

Fabricate, position, align, and fit parts of structural metal products.

Estimated AI task exposure
5%

Low exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

23 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

23/100

Physical moat

83/100

Human moat

13/100

Rating coverage

100%

23 task statements / 23 rated

Highest-weighted occupation tasks

Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes.
Importance 86/100Relevance 98/100Frequency 79/100Weight 0.89
Study engineering drawings and blueprints to determine materials requirements and task sequences.
Importance 85/100Relevance 96/100Frequency 77/100Weight 0.87
Move parts into position, manually or with hoists or cranes.
Importance 80/100Relevance 96/100Frequency 73/100Weight 0.84
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.
Importance 85/100Relevance 89/100Frequency 76/100Weight 0.84
Tack-weld fitted parts together.
Importance 81/100Relevance 85/100Frequency 77/100Weight 0.82
Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.
Importance 82/100Relevance 88/100Frequency 69/100Weight 0.81
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.
Importance 78/100Relevance 83/100Frequency 70/100Weight 0.78
Lift or move materials and finished products, using large cranes.
Importance 75/100Relevance 87/100Frequency 64/100Weight 0.77
Set up face blocks, jigs, and fixtures.
Importance 75/100Relevance 85/100Frequency 66/100Weight 0.77
Hammer, chip, and grind workpieces to cut, bend, and straighten metal.
Importance 72/100Relevance 86/100Frequency 68/100Weight 0.76

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$51,330

BLS OEWS May 2025

National employment

52,360

BLS OEWS May 2025

Projected growth

-6.2%

BLS Employment Projections 2025–2035

Average annual openings

5

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Construction Laborers

5%

similar low-exposure profile • 98% profile similarity

Median wage: $47,120 Growth 2025–2035: +7.3% Annual openings: 120

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Bus and Truck Mechanics and Diesel Engine Specialists

5%

similar low-exposure profile • 98% profile similarity

Median wage: $61,770 Growth 2025–2035: +3.6% Annual openings: 24

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Radio, Cellular, and Tower Equipment Installers and Repairers

5%

similar low-exposure profile • 97% profile similarity

Median wage: $63,520 Growth 2025–2035: +1.2% Annual openings: 1

stronger human/judgment moat
SAFER ALTERNATIVE

Septic Tank Servicers and Sewer Pipe Cleaners

5%

similar low-exposure profile • 99% profile similarity

Median wage: $49,880 Growth 2025–2035: +7.8% Annual openings: 3

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

5%

similar low-exposure profile • 98% profile similarity

Median wage: $65,380 Growth 2025–2035: -5.6% Annual openings: 3

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Solar Thermal Installers and Technicians

5%

similar low-exposure profile • 98% profile similarity

Median wage: $63,800 Growth 2025–2035: +6.8% Annual openings: 42

similar work profile with lower modeled exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • basic AI literacy

    AI-PROOFING RESOURCES

    What this score does not mean

    The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

    New in V11

    Find a Safer Career Path

    High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

    EXPLORE CAREER ALTERNATIVES
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