O*NET-SOC code
31-1131.00

Provide or assist with basic care or support under the direction of onsite licensed nursing staff. Perform duties such as monitoring of health status, feeding, bathing, dressing, grooming, toileting, or ambulation of patients in a health or nursing facility. May include medication administration and other health-related tasks. Includes nursing care attendants, nursing aides, and nursing attendants.

  • 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

33 rated tasks · 5 tasks with β ≥ 0.5 (15.2%)

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 31-1014.00 Nursing Assistants, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk

Task (O*NET 20.1)Claude.aiRaw / share %APIRaw / share %
Explain medical instructions to patients or family members.

31-1014.00

0.006739.0—0
Provide information such as directions, visiting hours, or patient status information to visitors or callers.

31-1014.00

0.006034.90.0054100.0
Review patients' dietary restrictions, food allergies, and preferences to ensure patient receives appropriate diet.

31-1014.00

0.002414.0—0
Observe or examine patients to detect symptoms that may require medical attention, such as bruises, open wounds, or blood in urine.

31-1014.00

0.002112.2—0
Not observed on any surface — 29 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.
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.
—0—0
Apply clean dressings, slings, stockings, or support bandages, under direction of nurse or physician.
—0—0
Change bed linens or make beds.
—0—0
Clean and sanitize patient rooms, bathrooms, examination rooms, or other patient areas.
—0—0
Collect specimens, such as urine, feces, or sputum.
—0—0
Communicate with patients to ascertain feelings or need for assistance or social and emotional support.
—0—0
Document or otherwise report observations of patient behavior, complaints, or physical symptoms to nurses.
—0—0
Feed patients or assist patients to eat or drink.
—0—0
Gather information from caregivers, nurses, or physicians about patient condition, treatment plans, or appropriate activities.
—0—0
Measure and record food and liquid intake or urinary and fecal output, reporting changes to medical or nursing staff.
—0—0
Prepare or serve food trays.
—0—0
Provide physical support to assist patients to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.
—0—0
Record height or weight of patients.
—0—0
Record vital signs, such as temperature, blood pressure, pulse, or respiration rate, as directed by medical or nursing staff.
—0—0
Remind patients to take medications or nutritional supplements.
—0—0
Restock patient rooms with personal hygiene items, such as towels, washcloths, soap, or toilet paper.
—0—0
Supply, collect, or empty bedpans.
—0—0
Turn or reposition bedridden patients.
—0—0
Undress, wash, and dress patients who are unable to do so for themselves.
—0—0
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.
—0—0
Administer medications or treatments, such as catheterizations, suppositories, irrigations, enemas, massages, or douches, as directed by a physician or nurse.
—0—0
Assist nurses or physicians in the operation of medical equipment or provision of patient care.
—0—0
Position or hold patients in position for surgical preparation.
—0—0
Set up treating or testing equipment, such as oxygen tents, portable radiograph (x-ray) equipment, or overhead irrigation bottles, as directed by a physician or nurse.
—0—0
Stock or issue medical supplies, such as dressing packs or treatment trays.
—0—0
Transport patients to treatment units, testing units, operating rooms, or other areas, using wheelchairs, stretchers, or moveable beds.
—0—0
Wash, groom, shave, or drape patients to prepare them for surgery, treatment, or examination.
—0—0
Exercise patients who are comatose, paralyzed, or have restricted mobility.
—0—0
Transport specimens, laboratory items, or pharmacy items, ensuring proper documentation and delivery to authorized personnel.
—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 (33)

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
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.Core
Assist nurses or physicians in the operation of medical equipment or provision of patient care.Core
Change bed linens or make beds.Core
Clean and sanitize patient rooms, bathrooms, examination rooms, or other patient areas.Core
Collect specimens, such as urine, feces, or sputum.Core
Communicate with patients to ascertain feelings or need for assistance or social and emotional support.Core
Document or otherwise report observations of patient behavior, complaints, or physical symptoms to nurses.Core
Feed patients or assist patients to eat or drink.Core
Gather information from caregivers, nurses, or physicians about patient condition, treatment plans, or appropriate activities.Core
Measure and record food and liquid intake or urinary and fecal output, reporting changes to medical or nursing staff.Core
Observe or examine patients to detect symptoms that may require medical attention, such as bruises, open wounds, or blood in urine.Core
Prepare or serve food trays.Core
Provide physical support to assist patients to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.Core
Record height or weight of patients.Core
Record vital signs, such as temperature, blood pressure, pulse, or respiration rate, as directed by medical or nursing staff.Core
Remind patients to take medications or nutritional supplements.Core
Restock patient rooms with personal hygiene items, such as towels, washcloths, soap, or toilet paper.Core
Review patients' dietary restrictions, food allergies, and preferences to ensure patient receives appropriate diet.Core
Supply, collect, or empty bedpans.Core
Transport patients to treatment units, testing units, operating rooms, or other areas, using wheelchairs, stretchers, or moveable beds.Core
Turn or reposition bedridden patients.Core
Undress, wash, and dress patients who are unable to do so for themselves.Core
Wash, groom, shave, or drape patients to prepare them for surgery, treatment, or examination.Core
Exercise patients who are comatose, paralyzed, or have restricted mobility.Core
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.Core
Provide information, such as directions, visiting hours, or patient status information to visitors or callers.Core
Administer medications or treatments, such as catheterizations, suppositories, irrigations, enemas, massages, or douches, as directed by a physician or nurse.Supplemental
Apply clean dressings, slings, stockings, or support bandages, under direction of nurse or physician.Supplemental
Position or hold patients in position for surgical preparation.Supplemental
Set up treating or testing equipment, such as oxygen tents, portable radiograph (x-ray) equipment, or overhead irrigation bottles, as directed by a physician or nurse.Supplemental
Stock or issue medical supplies, such as dressing packs or treatment trays.Supplemental
Explain medical instructions to patients or family members.Supplemental
Transport specimens, laboratory items, or pharmacy items, ensuring proper documentation and delivery to authorized personnel.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
1.5M
Projected employment, 2035
1.5M
Change (2025–35)
+2.6%
Median annual wage, 2025
$42,260
Typical education needed for entry
Postsecondary nondegree award
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
24950간호조무사This occupation is broaderconfirmed
42220간병인This occupation is broaderconfirmed

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 5321.1.1Same scope

    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-soignanteSame scopeprovisional
J1136GérontologueRelated, not a match
J1304Auxiliaire de puéricultureRelated, 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 hospitalariaSame scopeprovisional
5612Auxiliares de enfermería de atención primariaThis occupation is broaderprovisional

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 broader
82101Berufe in der Altenpflege (ohne Spezialisierung) - Helfer-/AnlerntätigkeitenOverlapping, not the same
81352Berufe in der Geburtshilfe und Entbindungspflege - fachlich ausgerichtete TätigkeitenRelated, 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 broader
361介護職員(医療・福祉施設等)Related, not a match

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