Prepare fabrics or materials for processing or production.

Prepare fabrics or materials for processing or production. is a detailed work activity in O*NET — a concrete unit of work shared across 4 occupations and seen in 6 occupation-specific tasks. It rolls up into the broader work activity Prepare industrial materials for processing or use. 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, 0 (0%) 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.

• Support metalworking projects from planning and fabrication through assembly, inspection, and testing, using knowledge of machine functions, metal properties, and mathematics. · Machinists · importance 4.4 · no direct exposure
• Dye, soak, polish, paint, stamp, stitch, stain, buff, or engrave leather or other materials to obtain desired effects, decorations, or shapes. · Shoe and Leather Workers and Repairers · importance 4.4 · no direct exposure
• Use covering cloths to prevent equipment from damaging delicate fabrics. · Pressers, Textile, Garment, and Related Materials · importance 4.3 · no direct exposure
• Spray water over fabric to soften fibers when not using steam irons. · Pressers, Textile, Garment, and Related Materials · importance 4.2 · no direct exposure
• Moisten materials to soften and smooth them. · Pressers, Textile, Garment, and Related Materials · importance 4.1 · no direct exposure
• Attach bindings or apply solutions to edges of cut material to prevent raveling. · Upholsterers · importance 3.8 · no direct exposure

Occupations that perform this

• Machinists
• Shoe and Leather Workers and Repairers
• Pressers, Textile, Garment, and Related Materials
• Upholsterers

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-prepare-fabrics-or-materials-for-processing-or-production,
  title  = {Prepare fabrics or materials for processing or production.},
  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/prepare-fabrics-or-materials-for-processing-or-production}
}