Prepare informational or reference materials.
Detailed work activity
Prepare informational or reference materials. 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 Prepare informational or instructional materials. in Documenting/Recording Information .
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, 5 (83%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).
The Anthropic Economic Index observes real AI use on 3 of these tasks, with a mean mapped-usage share of 0.016% per task.
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.
- Prepare meeting agendas or packets of related information. · Court, Municipal, and License Clerks · importance 4.5 · direct LLM exposure
- Update manuals when rates, rules, or regulations are amended. · Billing and Posting Clerks · importance 3.9 · direct LLM exposure
- Establish and prepare product construction directions and locations and information on required tools, materials, equipment, numbers of workers needed, and cost projections. · Production, Planning, and Expediting Clerks · importance 3.4 · exposure with tools
- Prepare conference or event materials, such as flyers or invitations. · Secretaries and Administrative Assistants, Except Legal, Medical, and Executive · importance 3.3 · exposure with tools
- Develop and distribute newsletters, brochures, or other printed materials to share information with patients or medical staff. · Patient Representatives · importance 3.2 · direct LLM exposure
- Prepare materials such as fundraising envelopes, bid sheets, or gift bags for charitable events. · Fundraisers · importance 2.4 · no direct exposure
Occupations that perform this
- Court, Municipal, and License Clerks
- Billing and Posting Clerks
- Production, Planning, and Expediting Clerks
- Secretaries and Administrative Assistants, Except Legal, Medical, and Executive
- Patient Representatives
- Fundraisers
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
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
Data compiled June 2, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Prepare informational or reference materials.." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026. https://singulariki.com/detailed-activities/prepare-informational-or-reference-materials
Singulariki. (2026). Prepare informational or reference materials.. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/detailed-activities/prepare-informational-or-reference-materials
@misc{singulariki-prepare-informational-or-reference-materials,
title = {Prepare informational or reference materials.},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
url = {https://singulariki.com/detailed-activities/prepare-informational-or-reference-materials}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.