O*NET-SOC code
31-1132.00

Transport patients to areas such as operating rooms or x-ray rooms using wheelchairs, stretchers, or moveable beds. May maintain stocks of supplies or clean and transport equipment. Psychiatric orderlies are included in Psychiatric Aides.

  • Data source: BLSPublished: 2026-08

    Low· 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: ILOPublished: 2025

    0.15

    0.09Range of values carried here0.70

    Group-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

    Source dataset (PDF 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

Exposed tasks only

24 rated tasks · 0 tasks with β ≥ 0.5 (0.0%)

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
  • 2 rated tasks are not in the O*NET 31.0 task list; their scores are kept as published for O*NET 27.2.
Source
OpenAI "GPTs are GPTs" exposure rubric
Release
gh-main-0471612
License
MIT License, Copyright (c) 2024 OpenAI
Task (O*NET 30.2)Claude.aiRaw / share %APIRaw / share %
Carry messages or documents between departments.

31-1132.00

0.00000.00.0100100.0
Not observed on any surface — 21 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.
Change soiled linens, such as bed linens, drapes, or cubicle curtains.
—0—0
Clean equipment, such as wheelchairs, hospital beds, or portable medical equipment, documenting needed repairs or maintenance.
—0—0
Disinfect or sterilize equipment or supplies, using germicides or sterilizing equipment.
—0—0
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.
—0—0
Respond to emergency situations, such as emergency medical calls, security calls, or fire alarms.
—0—0
Transport patients to treatment units, testing units, operating rooms, or other areas, using wheelchairs, stretchers, or moveable beds.
—0—0
Transport portable medical equipment or medical supplies between rooms or departments.
—0—0
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.
—0—0
Clean and sanitize patient rooms, bathrooms, examination rooms, or other patient areas.
—0—0
Collect and transport infectious or hazardous waste in closed containers for sterilization or disposal, in accordance with applicable law, standards, or policies.
—0—0
Collect soiled linen or trash.
—0—0
Position or hold patients in position for surgical preparation.
—0—0
Restrain patients to prevent violence or injury or to assist physicians or nurses to administer treatments.
—0—0
Serve or collect food trays.
—0—0
Stock or issue medical supplies, such as dressing packs or treatment trays.
—0—0
Stock utility rooms, nonmedical storage rooms, or cleaning carts with supplies.
—0—0
Transport bodies to the morgue.
—0—0
Transport specimens, laboratory items, or pharmacy items, ensuring proper documentation and delivery to authorized personnel.
—0—0
Turn or reposition bedridden patients, alone or with assistance, to prevent bedsores.
—0—0
Provide physical support to patients to assist them to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.
—0—0
Separate collected materials for disposal, recycling, or reuse, in accordance with environmental policies.
—0—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 (22)

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
Carry messages or documents between departments.Core
Change soiled linens, such as bed linens, drapes, or cubicle curtains.Core
Clean equipment, such as wheelchairs, hospital beds, or portable medical equipment, documenting needed repairs or maintenance.Core
Disinfect or sterilize equipment or supplies, using germicides or sterilizing equipment.Core
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.Core
Respond to emergency situations, such as emergency medical calls, security calls, or fire alarms.Core
Transport patients to treatment units, testing units, operating rooms, or other areas, using wheelchairs, stretchers, or moveable beds.Core
Transport portable medical equipment or medical supplies between rooms or departments.Core
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.Supplemental
Clean and sanitize patient rooms, bathrooms, examination rooms, or other patient areas.Supplemental
Collect and transport infectious or hazardous waste in closed containers for sterilization or disposal, in accordance with applicable law, standards, or policies.Supplemental
Collect soiled linen or trash.Supplemental
Position or hold patients in position for surgical preparation.Supplemental
Restrain patients to prevent violence or injury or to assist physicians or nurses to administer treatments.Supplemental
Serve or collect food trays.Supplemental
Stock or issue medical supplies, such as dressing packs or treatment trays.Supplemental
Stock utility rooms, nonmedical storage rooms, or cleaning carts with supplies.Supplemental
Transport bodies to the morgue.Supplemental
Transport specimens, laboratory items, or pharmacy items, ensuring proper documentation and delivery to authorized personnel.Supplemental
Turn or reposition bedridden patients, alone or with assistance, to prevent bedsores.Supplemental
Provide physical support to patients to assist them to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.Supplemental
Separate collected materials for disposal, recycling, or reuse, in accordance with environmental policies.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
53K
Projected employment, 2035
55K
Change (2025–35)
+4%
Median annual wage, 2025
$38,290
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
42220간병인Related, 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 5329Personal Care Workers in Health Services Not Elsewhere Classified

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

This unit group covers providers of routine health and personal care support services not classified elsewhere in Minor Group 532: Personal Care Workers in Health Services. For instance, the group includes occupations such as dental aide, sterilization aide, hospital orderly, medical imaging assistant and pharmacy aide.

Tasks

  • In such cases tasks would include -
  • (a) cleaning and sterilizing surgical, dental and pharmaceutical instruments, bottles, beakers and other equipment;
  • (b) labelling drugs, chemicals and other pharmaceutical preparations and replenishing stock on shelves;
  • (c) lifting, turning and moving patients and transporting them in wheelchairs or on moveable beds;
  • (d) preparing patients for examination or treatment;
  • (e) setting up instrument trays, preparing materials, and assisting dentists or radiographers during procedures;
  • (f) exposing diagnostic X-rays.

Example occupations

Dental aide · First-aid attendant · Hospital orderly · Medical imaging assistant · Pharmacy aide · Phlebotomist · Sterilization aide

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.

  • hospital porterESCO 5329.1Same scope

    Hospital porters are professional healthcare assistants who transport people on stretchers around the hospital site, as well as and items.

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
J1308Brancardier / BrancardièreSame scope

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
5629Trabajadores de los cuidados a las personas en servicios de salud no clasificados bajo otros epígrafesThis occupation is narrowerprovisional

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
81301Berufe in der Gesundheits- und Krankenpflege (ohne Spezialisierung) - Helfer-/AnlerntätigkeitenThis occupation is narrower
81341Berufe im Rettungsdienst - Helfer-/AnlerntätigkeitenRelated, not a match

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
371看護助手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