O*NET-SOC code
39-3092.00

Select, fit, and take care of costumes for cast members, and aid entertainers. May assist with multiple costume changes during performances.

  • Data source: BLSPublished: 2026-08

    Moderate· relative

    LowFour relative bandsVery high

    Group-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

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.000

    0.000Range of values carried here0.745
    Scale, 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

    Source dataset (CSV download)

  • Data source: OpenAIPublished: 2023

    0.236

    0.000Range of values carried here0.844
    Scale, basis and source

    Human-rater β, 0–1 as published

    Mapped onto O*NET tasks

    Source dataset (CSV download)

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 13 hidden tasks

21 rated tasks · 8 tasks with β ≥ 0.5 (38.1%)

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
Distribute costumes or related equipment and keep records of item status.

O*NET Task ID 9615

1.0
Create worksheets for dressing lists, show notes, or costume checks.

O*NET Task ID 9627

1.0
Check the appearance of costumes on stage or under lights to determine whether desired effects are being achieved.

O*NET Task ID 9623

0.5
Inventory stock to determine types or conditions of available costuming.

O*NET Task ID 9624

0.5
Examine costume fit on cast members and sketch or write notes for alterations.

O*NET Task ID 9629

0.5
Review scripts or other production information to determine a story's locale or period, as well as the number of characters and required costumes.

O*NET Task ID 9630

0.5
Study books, pictures, or examples of period clothing to determine styles worn during specific periods in history.

O*NET Task ID 9632

0.5
Provide managers with budget recommendations and take responsibility for budgetary line items related to costumes, storage, or makeup needs.

O*NET Task ID 9633

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 (21)

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
Distribute costumes or related equipment and keep records of item status.Core
Arrange costumes in order of use to facilitate quick-change procedures for performances.Core
Return borrowed or rented items when productions are complete and return other items to storage.Core
Clean and press costumes before and after performances and perform any minor repairs.Core
Design or construct costumes or send them to tailors for construction, major repairs, or alterations.Core
Purchase, rent, or requisition costumes or other wardrobe necessities.Core
Check the appearance of costumes on stage or under lights to determine whether desired effects are being achieved.Core
Inventory stock to determine types or conditions of available costuming.Core
Collaborate with production designers, costume designers, or other production staff to discuss and execute costume design details.Core
Monitor, maintain, or secure inventories of costumes, wigs, or makeup, providing keys or access to assigned directors, costume designers, or wardrobe mistresses/masters.Core
Create worksheets for dressing lists, show notes, or costume checks.Core
Examine costume fit on cast members and sketch or write notes for alterations.Core
Review scripts or other production information to determine a story's locale or period, as well as the number of characters and required costumes.Core
Study books, pictures, or examples of period clothing to determine styles worn during specific periods in history.Core
Provide dressing assistance to cast members or assign cast dressers to assist specific cast members with costume changes.Core
Assign lockers to employees and maintain locker rooms, dressing rooms, wig rooms, or costume storage or laundry areas.Supplemental
Direct the work of wardrobe crews during dress rehearsals or performances.Supplemental
Recommend vendors and monitor their work.Supplemental
Provide managers with budget recommendations and take responsibility for budgetary line items related to costumes, storage, or makeup needs.Supplemental
Participate in the hiring, training, scheduling, or supervision of alteration workers.Supplemental
Care for non-clothing items, such as flags, table skirts, or draperies.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
7K
Projected employment, 2035
7K
Change (2025–35)
+5.9%
Median annual wage, 2025
$50,400
Typical education needed for entry
High school diploma or equivalent
lowest $30,890median wage across 825 detailed occupations, BLS EP 2025–35highest $559,030

Source: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

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 codeKSCO titleRelationStatus
29392무대의상 관리원Same scopeconfirmed
29393소품 관리원Related, not a matchconfirmed

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 3435Other Artistic and Cultural Associate Professionals

The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.

This unit group covers artistic and cultural associate professionals not classified elsewhere in Minor Group 343: Artistic, Cultural and Culinary Associate Professionals. For instance, those who assist directors or actors with staging of theatrical, motion picture, television or commercial productions are classified here.

Example occupations

Body artist · Floor manager (broadcasting) · Lighting technician · Programme coordinator (broadcasting) · Prompter · Property master (broadcasting) · Script-girl/boy · Special effects technician · Stage manager · Stage technician · Stunt artist · Stunt coordinator · Tattooist · Theatre technician · Theatrical dresser · Walker-on

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.

  • costume attendantESCO 3435.6.1Same scope

    Costume attendant help dress actors and extras. They make sure everything is as the costume designer envisioned and ensure the continuity of appearance of the performers. Costume attendants maintain and repair these costumes. They store them correctly and safely after shooting.

  • dresserESCO 3435.6This occupation is broader

    Dressers assist and support artists before, during and after the performance to ensure the performers costumes are in line with the artistic vision of the director and the artistic team. They ensure the costume quality, maintain, check and repair costumes and assist with quick costume changes.

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

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 codeROME title (French)Relation
L1518Chef habilleur / Cheffe habilleuseThis occupation is broaderprovisional
L1502Costumier / CostumièreOverlapping, not the sameprovisional

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 codeCNO-11 title (Spanish)Relation
3739Otros técnicos y profesionales de apoyo de actividades culturales y artísticasThis occupation is narrower

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 codeKldB title (German)Relation
94622Berufe in der Requisite - fachlich ausgerichtete TätigkeitenSame scope
94612Berufe in der Bühnen- und Kostümbildnerei - fachlich ausgerichtete TätigkeitenRelated, not a matchprovisional
94613Berufe in der Bühnen- und Kostümbildnerei - komplexe SpezialistentätigkeitenRelated, not a matchprovisional
94623Berufe in der Requisite - komplexe SpezialistentätigkeitenRelated, 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 codeJSCO title (Japanese)Relation
383美容サービス従事者(美容師を除く)Related, not a matchprovisional
535紡織・衣服・繊維製品製造従事者Related, not a matchprovisional

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