- O*NET-SOC code
- 25-4012.00
Administer collections, such as artwork, collectibles, historic items, or scientific specimens of museums or other institutions. May conduct instructional, research, or public service activities of institution.
- 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
0.412
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
0.47
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
Exposed tasks only15 rated tasks · 13 tasks with β ≥ 0.5 (86.7%)
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
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.25-4012.00 | 0.055634.3 |
Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.25-4012.00 | 0.042526.2 |
Provide information from the institution's holdings to other curators and to the public.25-4012.00 | 0.034321.1 |
Write and review grant proposals, journal articles, institutional reports, and publicity materials.25-4012.00 | 0.01096.8 |
Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees.25-4012.00 | 0.00855.2 |
Plan and conduct special research projects in area of interest or expertise.25-4012.00 | 0.00774.7 |
Design, organize, or conduct tours, workshops, and instructional or educational sessions to acquaint individuals with an institution's facilities and materials.25-4012.00 | 0.00261.6 |
| Not observed on any surface — 8 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases. | —0 |
Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed. | —0 |
Train and supervise curatorial, fiscal, technical, research, and clerical staff, as well as volunteers or interns. | —0 |
Negotiate and authorize purchase, sale, exchange, or loan of collections. | —0 |
Confer with the board of directors to formulate and interpret policies, to determine budget requirements, and to plan overall operations. | —0 |
Attend meetings, conventions, and civic events to promote use of institution's services, to seek financing, and to maintain community alliances. | —0 |
Arrange insurance coverage for objects on loan or for special exhibits and recommend changes in coverage for the entire collection. | —0 |
Establish specifications for reproductions and oversee their manufacture or select items from commercially available replica sources. | —0 |
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 |
|---|---|
Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.O*NET Task ID 1644 | 1.0 |
Write and review grant proposals, journal articles, institutional reports, and publicity materials.O*NET Task ID 1654 | 1.0 |
Provide information from the institution's holdings to other curators and to the public.O*NET Task ID 1645 | 0.5 |
Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed.O*NET Task ID 1646 | 0.5 |
Negotiate and authorize purchase, sale, exchange, or loan of collections.O*NET Task ID 1648 | 0.5 |
Plan and conduct special research projects in area of interest or expertise.O*NET Task ID 1649 | 0.5 |
Confer with the board of directors to formulate and interpret policies, to determine budget requirements, and to plan overall operations.O*NET Task ID 1651 | 0.5 |
Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees.O*NET Task ID 1653 | 0.5 |
Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.O*NET Task ID 1655 | 0.5 |
Arrange insurance coverage for objects on loan or for special exhibits and recommend changes in coverage for the entire collection.O*NET Task ID 1656 | 0.5 |
Establish specifications for reproductions and oversee their manufacture or select items from commercially available replica sources.O*NET Task ID 1657 | 0.5 |
Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.O*NET Task ID 18641 | 0.5 |
Design, organize, or conduct tours, workshops, and instructional or educational sessions to acquaint individuals with an institution's facilities and materials.O*NET Task ID 18642 | 0.5 |
Train and supervise curatorial, fiscal, technical, research, and clerical staff, as well as volunteers or interns.O*NET Task ID 1647 | 0.0 |
Attend meetings, conventions, and civic events to promote use of institution's services, to seek financing, and to maintain community alliances.O*NET Task ID 1652 | 0.0 |
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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (15)
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 |
|---|---|
| Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases. | Core |
| Provide information from the institution's holdings to other curators and to the public. | Core |
| Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed. | Core |
| Train and supervise curatorial, fiscal, technical, research, and clerical staff, as well as volunteers or interns. | Core |
| Negotiate and authorize purchase, sale, exchange, or loan of collections. | Core |
| Plan and conduct special research projects in area of interest or expertise. | Core |
| Confer with the board of directors to formulate and interpret policies, to determine budget requirements, and to plan overall operations. | Core |
| Attend meetings, conventions, and civic events to promote use of institution's services, to seek financing, and to maintain community alliances. | Core |
| Write and review grant proposals, journal articles, institutional reports, and publicity materials. | Core |
| Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value. | Core |
| Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials. | Core |
| Design, organize, or conduct tours, workshops, and instructional or educational sessions to acquaint individuals with an institution's facilities and materials. | Core |
| Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees. | Supplemental |
| Arrange insurance coverage for objects on loan or for special exhibits and recommend changes in coverage for the entire collection. | Supplemental |
| Establish specifications for reproductions and oversee their manufacture or select items from commercially available replica sources. | Supplemental |
0.07/ 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 |
|---|---|
| Inspect premises to assess the need for repairs and to ensure that climate and pest control issues are addressed. | E2 structured facilities |
| Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value. | E0 none |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 14K
- Projected employment, 2035
- 15K
- Change (2025–35)
- +4.9%
- Median annual wage, 2025
- $63,420
- Typical education needed for entry
- Master'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 |
|---|---|---|---|
| 29211 | 학예사 | Same scope | confirmed |
| 13401 | 공연‧시각예술 관련 관리자 | Overlapping, not the same | reviewed |
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 2621Archivists and Curators
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Archivists and curators collect, appraise and ensure the safekeeping and preservation of the contents of archives, artefacts and records of historical, cultural, administrative and artistic interest, and of art and other objects. They plan, devise and implement systems for the safekeeping of records and historically valuable documents.
Tasks
- (a) evaluating and preserving records for administrative, historical, legal, evidential and other purposes;
- (b) directing or carrying out the preparation of indexes, bibliographies, microfilm copies and other reference aids to the collected material and making them available to users;
- (c) researching the origin, distribution and use of materials and objects of cultural and historical interest;
- (d) organizing, developing and maintaining collections of artistic, cultural, scientific or historically significant items;
- (e) directing or undertaking classification and cataloguing of museum and art gallery collections and organizing exhibitions;
- (f) researching into, appraising, organizing and preserving historically significant and valuable documents such as government papers, private papers, photographs, maps, manuscripts and audiovisual materials;
- (g) preparing scholarly papers and reports;
- (h) planning and implementing the computerized management of archives and electronic records;
- (i) organizing exhibitions at museums and art galleries, publicizing exhibits and arranging special displays for general, specialized or educational interest;
- (j) appraising and acquiring archival materials to build and develop an archival collection for research purposes.
Example occupations
Archivist · Art gallery curator · Museum curator · Records manager
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.
- collection managerESCO 2621.3This occupation is broader
Collection managers ensure the care and preservation of objects within cultural institutions, like museums, libraries, and archives. Collection managers, along with exhibition curators, and conservators, play a very important role in collections care. They can be found in most large museums.
- exhibition curatorESCO 2621.5This occupation is broader
Exhibition curators organise and display artworks and artefacts. They work in and for museums, art galleries, museums for science or history, libraries and archives, and in other cultural institutions. In general, exhibition curators work in artistic and cultural exhibition fields and events of all kinds.
- exhibition registrarESCO 2621.6This occupation is broader
Exhibition registrars organise, manage and document movement of museum artefacts to and from storage, display and exhibitions. This happens in collaboration with private or public partners such as art transporters, insurers and restorers, within the museum and outside.
- mediation and education managerESCO 2621.7This occupation is broader
Mediation and education managers are in charge of all programmes, activities, studies and research concerning the presentation of the cultural venue's artefacts or programme to current and prospective visitors.
- zoo curatorESCO 1431.2.6This occupation is broader
Zoo curators are usually the position of middle-management within an institution. Much of their work involves oversight, management and development of the animal collection. Often this is related to animal husbandry and welfare policy, the acquisition and disposition of zoo animals, and development of new exhibits. Zoos normally acquire animals through captive breeding programs. The zoo collection, trade, and transport of the animals is regulated by government agencies as well as guided by zoo membership organisations. Consequently, zoo curators act as a liaison between these agencies and the zoo itself. Additionally, they play an active role in the administration of zoo functions and all kinds of captive breeding programs.
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 |
|---|---|---|
| K1602 | Conservateur / Conservatrice du patrimoine | Same scope |
| K1605 | Commissaire d'exposition | This occupation is broader |
| K1607 | Conservateur / Conservatrice des antiquités et objets d'art | This occupation is broader |
| K1608 | Directeur / Directrice d'établissement patrimonial | This occupation is broader |
| A1316 | Chargé / Chargée de conservation ex-situ | Related, not a match |
| D1233 | Galeriste | Related, not a match |
| G1106 | Animateur / Animatrice du patrimoine | Related, not a match |
| K1213 | Médiateur culturel / Médiatrice culturelle | Related, not a match |
| K1604 | Directeur / Directrice d'établissement culturel | Related, not a match |
| K1606 | Responsable de la conservation préventive | 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 |
|---|---|---|
| 2911 | Archivistas y conservadores de museos | This occupation is narrowerprovisional |
| 1329 | Directores de otras empresas de servicios profesionales no clasificados bajo otros epígrafes | 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 |
|---|---|---|
| 94704 | Museumsberufe (ohne Spezialisierung) - hoch komplexe Tätigkeiten | This occupation is narrower |
| 94794 | Führungskräfte - Museum | Related, not a matchprovisional |
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 |
|---|---|---|
| 242 | 学芸員 | Same scope |
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