Desktop Publishers
Office and Administrative Support Occupations- O*NET-SOC code
- 43-9031.00
Format typescript and graphic elements using computer software to produce publication-ready material.
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.464
0.000Range of values carried here0.745Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.38
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Show 1 hidden task18 rated tasks · 17 tasks with β ≥ 0.5 (94.4%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Check preliminary and final proofs for errors and make necessary corrections.O*NET Task ID 2815 | 1.0 |
Enter text into computer keyboard and select the size and style of type, column width, and appropriate spacing for printed materials.O*NET Task ID 2818 | 1.0 |
Store copies of publications on paper, magnetic tape, film, or diskette.O*NET Task ID 2819 | 1.0 |
Study layout or other design instructions to determine work to be done and sequence of operations.O*NET Task ID 2825 | 1.0 |
Convert various types of files for printing or for the Internet, using computer software.O*NET Task ID 2827 | 1.0 |
Transmit, deliver, or mail publication master to printer for production into film and plates.O*NET Task ID 2830 | 1.0 |
Operate desktop publishing software and equipment to design, lay out, and produce camera-ready copy.O*NET Task ID 2816 | 0.5 |
View monitors for visual representation of work in progress and for instructions and feedback throughout process, making modifications as necessary.O*NET Task ID 2817 | 0.5 |
Position text and art elements from a variety of databases in a visually appealing way to design print or web pages, using knowledge of type styles and size and layout patterns.O*NET Task ID 2820 | 0.5 |
Enter digitized data into electronic prepress system computer memory, using scanner, camera, keyboard, or mouse.O*NET Task ID 2821 | 0.5 |
Edit graphics and photos, using pixel or bitmap editing, airbrushing, masking, or image retouching.O*NET Task ID 2822 | 0.5 |
Import text and art elements, such as electronic clip art or electronic files from photographs that have been scanned or produced with a digital camera, using computer software.O*NET Task ID 2823 | 0.5 |
Prepare sample layouts for approval, using computer software.O*NET Task ID 2824 | 0.5 |
Enter data, such as coordinates of images and color specifications, into system to retouch and make color corrections.O*NET Task ID 2828 | 0.5 |
Select number of colors and determine color separations.O*NET Task ID 2829 | 0.5 |
Collaborate with graphic artists, editors and writers to produce master copies according to design specifications.O*NET Task ID 2831 | 0.5 |
Create special effects such as vignettes, mosaics, and image combining, and add elements such as sound and animation to electronic publications.O*NET Task ID 2832 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (18)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Check preliminary and final proofs for errors and make necessary corrections. | Core |
| Operate desktop publishing software and equipment to design, lay out, and produce camera-ready copy. | Core |
| View monitors for visual representation of work in progress and for instructions and feedback throughout process, making modifications as necessary. | Core |
| Enter text into computer keyboard and select the size and style of type, column width, and appropriate spacing for printed materials. | Core |
| Position text and art elements from a variety of databases in a visually appealing way to design print or web pages, using knowledge of type styles and size and layout patterns. | Core |
| Enter digitized data into electronic prepress system computer memory, using scanner, camera, keyboard, or mouse. | Core |
| Edit graphics and photos, using pixel or bitmap editing, airbrushing, masking, or image retouching. | Core |
| Import text and art elements, such as electronic clip art or electronic files from photographs that have been scanned or produced with a digital camera, using computer software. | Core |
| Prepare sample layouts for approval, using computer software. | Core |
| Study layout or other design instructions to determine work to be done and sequence of operations. | Core |
| Convert various types of files for printing or for the Internet, using computer software. | Core |
| Enter data, such as coordinates of images and color specifications, into system to retouch and make color corrections. | Core |
| Select number of colors and determine color separations. | Core |
| Store copies of publications on paper, magnetic tape, film, or diskette. | Supplemental |
| Load floppy disks or tapes containing information into system. | Supplemental |
| Transmit, deliver, or mail publication master to printer for production into film and plates. | Supplemental |
| Collaborate with graphic artists, editors and writers to produce master copies according to design specifications. | Supplemental |
| Create special effects such as vignettes, mosaics, and image combining, and add elements such as sound and animation to electronic publications. | Supplemental |
0.00/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
Robot environment tiers (E0–E3)
E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site
Only tasks classified as physical are listed; other tasks have no tier in the source.
| Task (O*NET 29.3) | Robot environment tier |
|---|---|
| Load floppy disks or tapes containing information into system. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 5K
- Projected employment, 2035
- 4K
- Change (2025–35)
- -14.5%
- Median annual wage, 2025
- $55,290
- Typical education needed for entry
- Associate's degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 37291 | 출판 및 자료 편집 사무원 | Same scope | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 7321Pre-press Technicians
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Pre-press technicians proof, format, set and compose text and graphics into a form suitable for use in various printing processes and representation in other visual media.
Tasks
- (a) operating graphic cameras and other photographic equipment to reproduce camera-ready copy onto films, plates and digital output devices;
- (b) using computer applications to generate images, text, layouts and impositions for print and other visual media displays;
- (c) operating plate making equipment to reproduce images from film to printing plates, digital output devices and presses;
- (d) operating computer screen-based equipment for scanning, colour separation, colour correction, masking, creative design, combining, imposing, retouching, and other processes used to transfer copy to film and produce film for plate, digital output and cylinder productions;
- (e) carrying out digital and chemical proofing from digital systems, and negative and positive films;
- (f) evaluating printed proofs, checking and correcting them for quality;
- (g) preparing and exposing carbon tissue for laying on cylinders by transfer method, and developing images.
Example occupations
Compositor · Desktop publishing operator · Electronic pre-press technician · Photogravurist · Photolithographer · Plate maker (printing) · Plate mounter (screen printing) · Screen maker · Typesetter
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- desktop publisherESCO 2166.5Same scope
Desktop publishers are responsible for the layout of publications. They use computer software to arrange texts, photographs and other materials in a pleasing and readable finished product.
- typesetterESCO 7321.1.6This occupation is broader
Typesetters ensure that printed text is correctly set and visually pleasing. While typesetting was originally done manually and later employed techniques like linotype and phototypesetting, almost all typesetting is now done digitally using design programs or specialised typesetting programs.
- graphic designerESCO 2166.10Overlapping, not the same
Graphic designers create text and images to communicate ideas. They make visual concepts by hand or using computer software, intended for publishing in paper or online media such as advertisements, websites, and magazines.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| E1306 | Opérateur / Opératrice de prépresse | This occupation is narrowerprovisional |
| E1130 | Chargé / Chargée d'édition musicale graphique | Related, not a matchprovisional |
| E1205 | Designer graphique | Related, not a matchprovisional |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 7621 | Trabajadores de procesos de preimpresión | This occupation is narrowerprovisional |
| 2484 | Diseñadores gráficos y multimedia | Related, not a matchprovisional |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 23212 | Berufe in der Digital- und Printmediengestaltung - fachlich ausgerichtete Tätigkeiten | This occupation is narrowerprovisional |
| 23213 | Berufe in der Digital- und Printmediengestaltung - komplexe Spezialistentätigkeiten | Overlapping, not the same |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 537 | 印刷・製本従事者 | This occupation is narrower |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources