Occupational Therapy Assistants
Healthcare Support Occupations- O*NET-SOC code
- 31-2011.00
Assist occupational therapists in providing occupational therapy treatments and procedures. May, in accordance with state laws, assist in development of treatment plans, carry out routine functions, direct activity programs, and document the progress of treatments. Generally requires formal training.
- Data source: BLSPublished: 2026-08
Moderate· 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
0.000
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
0.30
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 only22 rated tasks · 8 tasks with β ≥ 0.5 (36.4%)
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 % |
|---|---|
Teach patients how to deal constructively with their emotions.31-2011.00 | 0.023286.0 |
Maintain and promote a positive attitude toward clients and their treatment programs.31-2011.00 | 0.003814.0 |
| Not observed on any surface — 20 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. | |
Observe and record patients' progress, attitudes, and behavior and maintain this information in client records. | —0 |
Monitor patients' performance in therapy activities, providing encouragement. | —0 |
Select therapy activities to fit patients' needs and capabilities. | —0 |
Instruct, or assist in instructing, patients and families in home programs, basic living skills, or the care and use of adaptive equipment. | —0 |
Evaluate the daily living skills or capacities of physically, developmentally, or emotionally disabled clients. | —0 |
Aid patients in dressing and grooming themselves. | —0 |
Implement, or assist occupational therapists with implementing, treatment plans designed to help clients function independently. | —0 |
Report to supervisors, verbally or in writing, on patients' progress, attitudes, and behavior. | —0 |
Alter treatment programs to obtain better results if treatment is not having the intended effect. | —0 |
Work under the direction of occupational therapists to plan, implement, or administer educational, vocational, or recreational programs that restore or enhance performance in individuals with functional impairments. | —0 |
Design, fabricate, or repair assistive devices or make adaptive changes to equipment or environments. | —0 |
Assemble, clean, or maintain equipment or materials for patient use. | —0 |
Perform clerical duties, such as scheduling appointments, collecting data, or documenting health insurance billings. | —0 |
Transport patients to and from the occupational therapy work area. | —0 |
Demonstrate therapy techniques, such as manual or creative arts or games. | —0 |
Order any needed educational or treatment supplies. | —0 |
Communicate and collaborate with other healthcare professionals involved with the care of a patient. | —0 |
Attend continuing education classes. | —0 |
Attend care plan meetings to review patient progress and update care plans. | —0 |
Assist educational specialists or clinical psychologists in administering situational or diagnostic tests to measure client's abilities or progress. | —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 |
|---|---|
Observe and record patients' progress, attitudes, and behavior and maintain this information in client records.O*NET Task ID 4254 | 1.0 |
Report to supervisors, verbally or in writing, on patients' progress, attitudes, and behavior.O*NET Task ID 4262 | 1.0 |
Perform clerical duties, such as scheduling appointments, collecting data, or documenting health insurance billings.O*NET Task ID 4268 | 1.0 |
Attend continuing education classes.O*NET Task ID 18700 | 1.0 |
Select therapy activities to fit patients' needs and capabilities.O*NET Task ID 4257 | 0.5 |
Order any needed educational or treatment supplies.O*NET Task ID 4271 | 0.5 |
Assist educational specialists or clinical psychologists in administering situational or diagnostic tests to measure client's abilities or progress.O*NET Task ID 4272 | 0.5 |
Attend care plan meetings to review patient progress and update care plans.O*NET Task ID 18701 | 0.5 |
Maintain and promote a positive attitude toward clients and their treatment programs.O*NET Task ID 4255 | 0.0 |
Monitor patients' performance in therapy activities, providing encouragement.O*NET Task ID 4256 | 0.0 |
Instruct, or assist in instructing, patients and families in home programs, basic living skills, or the care and use of adaptive equipment.O*NET Task ID 4258 | 0.0 |
Evaluate the daily living skills or capacities of physically, developmentally, or emotionally disabled clients.O*NET Task ID 4259 | 0.0 |
Aid patients in dressing and grooming themselves.O*NET Task ID 4260 | 0.0 |
Implement, or assist occupational therapists with implementing, treatment plans designed to help clients function independently.O*NET Task ID 4261 | 0.0 |
Alter treatment programs to obtain better results if treatment is not having the intended effect.O*NET Task ID 4263 | 0.0 |
Work under the direction of occupational therapists to plan, implement, or administer educational, vocational, or recreational programs that restore or enhance performance in individuals with functional impairments.O*NET Task ID 4264 | 0.0 |
Design, fabricate, or repair assistive devices or make adaptive changes to equipment or environments.O*NET Task ID 4265 | 0.0 |
Assemble, clean, or maintain equipment or materials for patient use.O*NET Task ID 4266 | 0.0 |
Teach patients how to deal constructively with their emotions.O*NET Task ID 4267 | 0.0 |
Transport patients to and from the occupational therapy work area.O*NET Task ID 4269 | 0.0 |
Demonstrate therapy techniques, such as manual or creative arts or games.O*NET Task ID 4270 | 0.0 |
Communicate and collaborate with other healthcare professionals involved with the care of a patient.O*NET Task ID 18699 | 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 (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 |
|---|---|
| Observe and record patients' progress, attitudes, and behavior and maintain this information in client records. | Core |
| Maintain and promote a positive attitude toward clients and their treatment programs. | Core |
| Monitor patients' performance in therapy activities, providing encouragement. | Core |
| Select therapy activities to fit patients' needs and capabilities. | Core |
| Instruct, or assist in instructing, patients and families in home programs, basic living skills, or the care and use of adaptive equipment. | Core |
| Evaluate the daily living skills or capacities of clients with physical, developmental, or mental health disabilities. | Core |
| Aid patients in dressing and grooming themselves. | Core |
| Implement, or assist occupational therapists with implementing, treatment plans designed to help clients function independently. | Core |
| Report to supervisors, verbally or in writing, on patients' progress, attitudes, and behavior. | Core |
| Alter treatment programs to obtain better results if treatment is not having the intended effect. | Core |
| Work under the direction of occupational therapists to plan, implement, or administer educational, vocational, or recreational programs that restore or enhance performance in individuals with functional impairments. | Core |
| Design, fabricate, or repair assistive devices or make adaptive changes to equipment or environments. | Core |
| Assemble, clean, or maintain equipment or materials for patient use. | Core |
| Teach patients how to deal constructively with their emotions. | Core |
| Perform clerical duties, such as scheduling appointments, collecting data, or documenting health insurance billings. | Core |
| Transport patients to and from the occupational therapy work area. | Core |
| Demonstrate therapy techniques, such as manual or creative arts or games. | Core |
| Order any needed educational or treatment supplies. | Core |
| Communicate and collaborate with other healthcare professionals involved with the care of a patient. | Core |
| Attend continuing education classes. | Core |
| Attend care plan meetings to review patient progress and update care plans. | Core |
| Assist educational specialists or clinical psychologists in administering situational or diagnostic tests to measure client's abilities or progress. | 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 |
|---|---|
| Instruct, or assist in instructing, patients and families in home programs, basic living skills, or the care and use of adaptive equipment. | E0 none |
| Evaluate the daily living skills or capacities of clients with physical, developmental, or mental health disabilities. | E0 none |
| Aid patients in dressing and grooming themselves. | E0 none |
| Implement, or assist occupational therapists with implementing, treatment plans designed to help clients function independently. | E0 none |
| Work under the direction of occupational therapists to plan, implement, or administer educational, vocational, or recreational programs that restore or enhance performance in individuals with functional impairments. | E0 none |
| Design, fabricate, or repair assistive devices or make adaptive changes to equipment or environments. | E0 none |
| Assemble, clean, or maintain equipment or materials for patient use. | E1 purpose-built robot settings |
| Transport patients to and from the occupational therapy work area. | E1 purpose-built robot settings |
| Demonstrate therapy techniques, such as manual or creative arts or games. | E0 none |
| Assist educational specialists or clinical psychologists in administering situational or diagnostic tests to measure client's abilities or progress. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 52K
- Projected employment, 2035
- 63K
- Change (2025–35)
- +21.5%
- Median annual wage, 2025
- $72,300
- Typical education needed for entry
- Associate'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 |
|---|---|---|---|
| 42902 | 치료사 보조원 | This occupation is narrower | confirmed |
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 3259Health Associate Professionals 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 health associate professionals not classified elsewhere in Sub-major Group 32: Health Associate Professionals. For instance, the group includes occupations such as HIV counsellor, family planning counsellor and other health associate professionals.
Tasks
- In such cases tasks would include:
- (a) interviewing and examining patients to obtain information on their health status and the nature and extent of injury, illness or other physical or mental health condition;
- (b) providing information and counselling to patients and families about certain health conditions, prevention and treatment options, treatment adherence, and personal behaviours that can affect health outcomes;
- (c) administering therapeutic care and treatment to patients;
- (d ) performing certain basic clinical procedures, such as administration of HIV antibody tests or insertion of intrauterine devices;
- (e) dispensing and advising on dietary supplements, antiretroviral and prophylaxis medications, and other healthcare products
- (f) monitoring patients' progress through treatment plans, and identifying signs and symptoms requiring referral to a medical doctor or other health professional;
- (g) recording information on patients' health status and responses to treatment in medical records-keeping systems;
- (h) sharing information with other health care providers when required to ensure continuing and comprehensive care.
Example occupations
Anaesthesia technician · Family planning counsellor · HIV counsellor · Respiratory therapy technician
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.
- occupational therapy assistantESCO 2269.5Same scope
Occupational therapy assistants support occupational therapists by working with people and communities to enhance their ability to engage in the occupations they want to, need to, or are expected to do, or by modifying the occupation or the environment to better support their occupational engagement. They work under the supervision of an occupational therapist.
- rehabilitation support workerESCO 2635.3.22This occupation is broader
Rehabilitation support workers provide counselling to individuals dealing with birth defects or with major consequences caused by diseases, accidents, and burnouts. They help them to cope with personal, social and vocational issues. They assess the personal needs of clients, develop rehabilitation plans, get involved in the training, and help people undergoing a rehabilitation plan with job placement.
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 |
|---|---|---|
| J1403 | Ergothérapeute | 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 |
|---|---|---|
| 2156 | Terapeutas ocupacionales | Related, not a match |
| 3329 | Técnicos de la sanidad no clasificados bajo otros epígrafes | Related, not a match |
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 |
|---|---|---|
| 81723 | Berufe in der Ergotherapie - komplexe Spezialistentätigkeiten | This occupation is narrower |
| 81722 | Berufe in der Ergotherapie - fachlich ausgerichtete Tätigkeiten | Related, 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 code | JSCO title (Japanese) | Relation |
|---|---|---|
| 144 | 理学療法士,作業療法士 | Related, not a match |
| 379 | その他の保健医療サービス職業従事者 | 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