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Lay out work according to specifications.

Detailed work activity

Lay out work according to specifications. is a detailed work activity in O*NET — a concrete unit of work shared across 6 occupations and seen in 6 occupation-specific tasks. It rolls up into the broader work activity Position materials or components for assembly. in Handling and Moving Objects .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 6 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 3 (50%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

Occupations that perform this

Exposure quadrant: AI task-overlap percentile vs Median pay AI task-overlap (horizontal) versus median pay (vertical), each as a percentile across all scored occupations, for 6 occupations in occupations that perform Lay out work according to specifications.. Overlap measures shared tasks with AI, not automation. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Millwrights Maintenance and Repair Workers, General Aircraft Mechanics and Service Technicians Heating, Air Conditioning, and Refrigeration Mechanics and Installers Camera and Photographic Equipment Repairers AI task-overlap percentile → ↑ Median pay
Occupations that perform Lay out work according to specifications., by AI task-overlap and median pay

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.

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

Cite this page
Plain

Singulariki. "Lay out work according to specifications.." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026. https://singulariki.com/detailed-activities/lay-out-work-according-to-specifications

APA

Singulariki. (2026). Lay out work according to specifications.. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/detailed-activities/lay-out-work-according-to-specifications

BibTeX
@misc{singulariki-lay-out-work-according-to-specifications,
  title  = {Lay out work according to specifications.},
  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/detailed-activities/lay-out-work-according-to-specifications}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.