O*NET-SOC code
31-1133.00

Assist mentally impaired or emotionally disturbed patients, working under direction of nursing and medical staff. May assist with daily living activities, lead patients in educational and recreational activities, or accompany patients to and from examinations and treatments. May restrain violent patients. Includes psychiatric orderlies.

  • 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

    0.14

    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

17 rated tasks · 3 tasks with β ≥ 0.5 (17.6%)

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

Tasks of O*NET-SOC 2010 occupation 31-1013.00 Psychiatric Aides, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk

Task (O*NET 20.1)Claude.aiRaw / share %APIRaw / share %
Listen and provide emotional support and encouragement to psychiatric patients.

31-1013.00

0.0071100.00.0028100.0
Not observed on any surface — 16 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.
Provide mentally impaired or emotionally disturbed patients with routine physical, emotional, psychological, or rehabilitation care under the direction of nursing or medical staff.
—0—0
Work as part of a team that may include psychiatrists, psychologists, psychiatric nurses, or social workers.
—0—0
Aid patients in becoming accustomed to hospital routine.
—0—0
Organize, supervise, or encourage patient participation in social, educational, or recreational activities.
—0—0
Perform nursing duties, such as administering medications, measuring vital signs, collecting specimens, or drawing blood samples.
—0—0
Serve meals or feed patients needing assistance or persuasion.
—0—0
Restrain or aid patients as necessary to prevent injury.
—0—0
Provide patients with assistance in bathing, dressing, or grooming, demonstrating these skills as necessary.
—0—0
Participate in recreational activities with patients, including card games, sports, or television viewing.
—0—0
Maintain patients' restrictions to assigned areas.
—0—0
Accompany patients to and from wards for medical or dental treatments, shopping trips, or religious or recreational events.
—0—0
Clean and disinfect rooms and furnishings to maintain a safe and orderly environment.
—0—0
Complete physical checks and monitor patients to detect unusual or harmful behavior and report observations to professional staff.
—0—0
Record and maintain patient information, such as vital signs, eating habits, behavior, progress notes, treatments, or discharge plans.
—0—0
Interview patients upon admission and record information.
—0—0
Complete administrative tasks, such as entering orders into computer, answering telephone calls, or maintaining medical or facility information.
—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 (17)

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
Provide patients with cognitive, intellectual, or developmental disabilities with routine physical, emotional, psychological, or rehabilitation care under the direction of nursing or medical staff.Core
Work as part of a team that may include psychiatrists, psychologists, psychiatric nurses, or social workers.Core
Aid patients in becoming accustomed to hospital routines.Core
Organize, supervise, or encourage patient participation in social, educational, or recreational activities.Core
Serve meals or feed patients needing assistance or persuasion.Core
Restrain or aid patients as necessary to prevent injury.Core
Provide patients with assistance in bathing, dressing, or grooming, demonstrating these skills as necessary.Core
Participate in recreational activities with patients, including card games, sports, or television viewing.Core
Maintain patients' restrictions to assigned areas.Core
Accompany patients to and from wards for medical or dental treatments, shopping trips, or religious or recreational events.Core
Clean and disinfect rooms and furnishings to maintain a safe and orderly environment.Core
Complete physical checks and monitor patients to detect unusual or harmful behavior and report observations to professional staff.Core
Record and maintain patient information, such as vital signs, eating habits, behavior, progress notes, treatments, or discharge plans.Core
Complete administrative tasks, such as entering orders into computer, answering telephone calls, or maintaining medical or facility information.Core
Listen and provide emotional support and encouragement to psychiatric patients.Core
Perform nursing duties, such as administering medications, measuring vital signs, collecting specimens, or drawing blood samples.Supplemental
Interview patients upon admission and record information.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
37K
Projected employment, 2035
38K
Change (2025–35)
+1.9%
Median annual wage, 2025
$44,910
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 5321Health Care Assistants

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

Health care assistants provide direct personal care and assistance with activities of daily living to patients and residents in a variety of health care settings such as hospitals, clinics and residential nursing care facilities. They generally work in implementation of established care plans and practices, and under the direct supervision of medical, nursing or other health professionals or associate professionals.

Tasks

  • (a) providing care, support and treatment to patients and residents of medical, rehabilitative and residential care facilities according to treatment plans established by medical, nursing and other health professionals;
  • (b) assisting patients with personal and therapeutic care needs such as personal hygiene, feeding, dressing, physical mobility and exercise, communication, taking oral medications and changing dressings;
  • (c) positioning, lifting and turning patients and transporting them in wheelchairs or on movable beds;
  • (d) maintaining patients' environmental hygiene standards, such as cleaning patient rooms and changing bed linen;
  • (e) providing massage and other non-pharmacological pain relief measures, such as during pregnancy and labour;
  • (f) observing patients’ condition, responses and behaviour and reporting changes to a health professional.

Example occupations

Birth assistant (clinic or hospital) · Nursing aide (clinic or hospital) · Patient care assistant · Psychiatric 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.

  • nurse assistantESCO 5321.1.1This occupation is narrower

    Nurse assistants provide basic patient care under direction of nursing staff. They perform duties such as feed, bathe, dress, groom, move patients or change linens and may transfer or transport patients.

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
J1501Aide-soignant / Aide-soignanteRelated, not a matchprovisional
K1306Accompagnant Educatif et Social (AES) / Accompagnante Educative et Sociale (AES)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 codeCNO-11 title (Spanish)Relation
5611Auxiliares de enfermería hospitalariaThis 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-/AnlerntätigkeitenRelated, not a matchprovisional
83131Berufe in Heilerziehungspflege und Sonderpädagogik - Helfer-/AnlerntätigkeitenRelated, 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
371看護助手This occupation is narrowerprovisional
361介護職員(医療・福祉施設等)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