Occupation baseline · Research consensus
Will AI replace Structural Metal Fabricators and Fitters?
Baseline AI displacement risk for Structural Metal Fabricators and Fitters, aggregated from 5 research sources.
What this score means
Structural Metal Fabricators and Fitters is among the least exposed roles in Manufacturing. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 16 out of 100 it scores 3 points below the Manufacturing average of 19. Across the 5 sources behind this baseline, individual estimates run from 5 to 47, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Structural Metal Fabricators and Fitters, most central first, showing 12 of 23.
- 01Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes.
- 02Study engineering drawings and blueprints to determine materials requirements and task sequences.
- 03Position, align, fit, and weld parts to form complete units or subunits, following blueprints and layout specifications, and using jigs, welding torches, and hand tools.
- 04Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.
- 05Tack-weld fitted parts together.
- 06Move parts into position, manually or with hoists or cranes.
- 07Set 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.
- 08Position or tighten braces, jacks, clamps, ropes, or bolt straps, or bolt parts in position for welding or riveting.
- 09Lift or move materials and finished products, using large cranes.
- 10Set up face blocks, jigs, and fixtures.
- 11Align and fit parts according to specifications, using jacks, turnbuckles, wedges, drift pins, pry bars, and hammers.
- 12Hammer, chip, and grind workpieces to cut, bend, and straighten metal.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored Structural Metal Fabricators and Fitters for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Structural Metal Fabricators and Fitters?
- Published research puts Structural Metal Fabricators and Fitters at 16 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Structural Metal Fabricators and Fitters?
- Only partly. Individual estimates for Structural Metal Fabricators and Fitters run from 5 to 47 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which manufacturing roles face similar AI exposure?
- The closest published manufacturing roles to Structural Metal Fabricators and Fitters by score are Cabinetmakers and Bench Carpenters (16/100), Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders (16/100), and Etchers and Engravers (16/100). Each has its own page with the research behind its number.
Also covers
Component Fabricator · Fabricator · Fitter · Ground Support Equipment Assembler · Hand Former · Industrial Fabricator · Layout Man · Machine Cage Maker and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
Seniority, sector, and how much of your day is routine all shift the score. Answer a few questions and get your personal risk score free, no signup.
Get my personal scoreFree · No credit card · No signup
More manufacturing occupations
- Cabinetmakers and Bench Carpenters16/100
- Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders16/100
- Etchers and Engravers16/100
- Fiberglass Laminators and Fabricators16/100
- Sewers, Hand16/100
- Shoe and Leather Workers and Repairers16/100
- Shoe Machine Operators and Tenders16/100
- Water and Wastewater Treatment Plant and System Operators16/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.