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AI exposure Production

Will AI replace layout workers?

Layout Workers, Metal and Plastic. US occupation 51-4192.

0.0%

of the time layout workers spend on their work goes on tasks where AI is already being used to do that work.of layout workers' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for layout workersWhat layout workers no longer do alone

O*NET lists 14 tasks for layout workers. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

14 of the 14 tasks show no AI use at work in the data.

  • Compute layout dimensions, and determine and mark reference points on metal stock or workpieces for further processing, such as welding and assembly.Core task
  • Design and prepare templates of wood, paper, or metal.Core task
  • Fit and align fabricated parts to be welded or assembled.Core task
  • Lay out and fabricate metal structural parts such as plates, bulkheads, and frames.Core task
  • Lift and position workpieces in relation to surface plates, manually or with hoists, and using parallel blocks and angle plates.Core task
  • Locate center lines and verify template positions, using measuring instruments such as gauge blocks, height gauges, and dial indicators.Core task
Show the other 8
  • Mark curves, lines, holes, dimensions, and welding symbols onto workpieces, using scribes, soapstones, punches, and hand drills.Core task
  • Plan and develop layouts from blueprints and templates, applying knowledge of trigonometry, design, effects of heat, and properties of metals.Core task
  • Plan locations and sequences of cutting, drilling, bending, rolling, punching, and welding operations, using compasses, protractors, dividers, and rules.Core task
  • Add dimensional details to blueprints or drawings made by other workers.
  • Apply pigment to layout surfaces, using paint brushes.
  • Brace parts in position within hulls or ships for riveting or welding.
  • Inspect machined parts to verify conformance to specifications.
  • Install doors, hatches, brackets, and clips.

How that compares

Among the 98 production occupations, layout workers rank 54. The group averages 0.8%, and its most exposed job is Computer Numerically Controlled Tool Programmers at 12.1%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic 0.0%
  2. 346Laundry and Dry-Cleaning Workers 0.0%
  3. 346Law Teachers, Postsecondary 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.