Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.
Work task
“Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.” is a core task performed by Technical Writers. Among the occupation's 15 rated tasks, workers place it 2nd by importance (#14 most important). About 86% 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.
AI exposure
The OpenAI / Eloundou “GPTs are GPTs” study rates this task E1. Direct exposure — a language model could plausibly cut the time to do this task by at least half.
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 1.00. Automation potential label: T2.
How AI is actually used on this kind of task
The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.
- 0.052% share of AI-use records mapped to this task
- 19% of that use is work-related
- Most common interaction: task iteration
- Average autonomy of the AI: 3.7 (1–5; higher = more autonomous)
- 94% of interactions still needed a human in the loop
Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.
Working with AI vs. handing it off
Of the AI conversations mapped to this task, the split between people working alongside AI and people delegating the task to it.
How people interact with AI on this task
| Interaction pattern | Share | % | What it means |
|---|---|---|---|
| task iteration | 41% | you and AI go back and forth on the work | |
| validation | 28% | you do the work; AI checks it | |
| directive | 20% | you give the instruction; AI produces a finished result | |
| learning | 7% | you ask AI to explain or teach you |
Other tasks in this occupation
- Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology. · importance 4.7
- Maintain records and files of work and revisions. · importance 4.2
- Edit, standardize, or make changes to material prepared by other writers or establishment personnel. · importance 4.0
- Select photographs, drawings, sketches, diagrams, and charts to illustrate material. · importance 4.0
- Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods. · importance 4.0
- Develop or maintain online help documentation. · importance 3.9
- Assist in laying out material for publication. · importance 3.9
- Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail. · importance 3.8
- Arrange for typing, duplication, and distribution of material. · importance 3.8
- Observe production, developmental, and experimental activities to determine operating procedure and detail. · importance 3.8
- Review manufacturer's and trade catalogs, drawings and other data relative to operation, maintenance, and service of equipment. · importance 3.7
- Analyze developments in specific field to determine need for revisions in previously published materials and development of new material. · importance 3.7
- Draw sketches to illustrate specified materials or assembly sequence. · importance 3.7
- Confer with customer representatives, vendors, plant executives, or publisher to establish technical specifications and to determine subject material to be developed for publication. · importance 3.5
See all tasks on the Technical Writers 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
- 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. "Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.." 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/tasks/task-3970
Singulariki. (2026). Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/tasks/task-3970
@misc{singulariki-task-3970,
title = {Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding.},
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/tasks/task-3970}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.