Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.

“Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.” is a core task performed by Structural Metal Fabricators and Fitters. Among the occupation's 23 rated tasks, workers place it 20th by importance (#4 most important). About 88% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Inspect completed work or finished products. in Inspecting Equipment, Structures, or Materials
• Position materials or components for assembly. in Handling and Moving Objects

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E0. No direct exposure — current language models give little or no time savings on this task.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.00. Automation potential label: T0.

Other tasks in this occupation

• Verify conformance of workpieces to specifications, using squares, rulers, and measuring tapes. · importance 4.5
• Study engineering drawings and blueprints to determine materials requirements and task sequences. · importance 4.4
• 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 4.4
• Tack-weld fitted parts together. · importance 4.2
• Move parts into position, manually or with hoists or cranes. · importance 4.2
• 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 4.1
• Mark reference points onto floors or face blocks and transpose them to workpieces, using measuring devices, squares, chalk, and soapstone. · importance 4.1
• Position or tighten braces, jacks, clamps, ropes, or bolt straps, or bolt parts in position for welding or riveting. · importance 4.1
• Lift or move materials and finished products, using large cranes. · importance 4.0
• Set up face blocks, jigs, and fixtures. · importance 4.0
• Align and fit parts according to specifications, using jacks, turnbuckles, wedges, drift pins, pry bars, and hammers. · importance 3.9
• Hammer, chip, and grind workpieces to cut, bend, and straighten metal. · importance 3.9
• Design and construct templates and fixtures, using hand tools. · importance 3.8
• Locate and mark workpiece bending and cutting lines, allowing for stock thickness, machine and welding shrinkage, and other component specifications. · importance 3.7

See all tasks on the Structural Metal Fabricators and Fitters page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-10038,
  title  = {Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-10038}
}