VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethod
Search occupations, majors…
EN
  • English
  • 简体中文
  • 日本語
  • Español
  • Português
  • Français
VLO
VOLO

Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

AskOccupationsMajorsBusinessFoundersChangesNotesMethodWill AI replace my job?AboutRole diagnosisOpen dataOntologyVOLO ProPrivacyTerms
© 2026 VOLO
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterContent moderatorCustomer service representativeAdministrative assistantSoftware tester / QA engineerData entry clerkGraphic designerParalegalVideo editorAccountant / BookkeeperMarketing specialistFrontend developerTax preparer / tax agentVoice actorMedical coderData analystInsurance claims handlerTechnical writer / documentation engineerJunior software developerInsurance underwriterHR / recruiterLoan officer / credit officerFinancial analystProcurement / supply chain specialistJournalistSales / account managerReal estate agentNetwork engineerIllustratorTravel agent / travel advisorIT support specialist / helpdeskAuditorSupply chain plannerManagement consultantPhotographerBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryAnimator and VFX artistWriter and authorPayroll specialist / payroll clerkRadiologistData engineerProject managerData scientistCourt reporterEditor and proofreaderLawyerMedical assistant / clinic assistantQuantity surveyorContent creatorQuantitative analystMachine learning engineerExperienced software engineerDevOps engineer / platform engineer / SREBusiness analystMusician and composerGIS analyst / cartographerProperty appraiser / valuerProduct managerDietitian / nutritionistPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerInterpreterPathologistChip design engineerGrant writer / grants officerCompliance officerLibrarianDrafter / CAD technicianArchitectFirst-line manager / team supervisorCounsellor / psychotherapistRetail salesperson / shop assistantCivil / structural engineerElectrical engineerIndustrial engineerStatisticianSecurity guardInterior designerUniversity lecturerPsychologistBus driverInsurance agentMechanical engineerFashion designerOptometristNotarySchool teacherGeneral practitioner / primary care doctorAirline pilotDriving instructorUrban plannerEmergency dispatcherWaiter / restaurant serverRadiographer / radiologic technologistLand surveyorAuto mechanic / vehicle technicianPolice officerSonographerAircraft maintenance technicianDental hygienistAnaesthesiologist / anaesthetistBuilding inspectorSpeech-language pathologist / speech and language therapistAir traffic controllerVeterinarianBartender / baristaPhysiotherapist / rehabilitation therapistDentistSurgeonParamedic / EMTConstruction workerSocial workerJudge / magistrateRegistered nurseMassage therapistMidwifeCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front deskPharmacy technicianPhlebotomistRespiratory therapistOccupational therapist
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianActor and modelMachinist / CNC machinistWelderChef / cookGardener / landscaperCleaner / janitorFarmerFirefighterHVAC technicianBricklayer / blocklayerCarpenter / joinerCabin crewHairdresser / barberElectrician
Autonomous driving
Ride-hail / taxi driverTruck driverDelivery rider / courier
Majors
All majorsEnglish / Foreign languagesComputer scienceAccountingPsychologyJournalism / CommunicationFinanceLawVisual communication designMarketingNursingBusiness administrationEducation and teacher trainingArchitecturePublic administrationMedicineHospitality and tourism managementEconomicsInformation systems
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisFirst AI experimentVOLO ProMethod & evidenceAboutFollow an occupationSearch
You are reading as:I have a jobI am studyingI run a companyI am building something
On this pageWhat is happeningTask breakdownRecent changesFor youWhat it means for youWhat you can doHow we knowWhat these rest on
Occupations›Occupational therapist

Get told when a verified record lands on this occupation → · Mark which of these tasks are yours (VOLO Pro, free during the launch) →

Occupational therapist

Helps people who are ill, injured or disabled manage everyday life: assessing what they can do at home and work, running therapy, recommending equipment and home adaptations, and planning safe discharge from hospital. Robots and remote tools have been tested against therapists and mostly kept as additions: in a UK trial of 770 stroke patients, robot arm training did no better than usual care, and England's guideline now says not to offer it. Home visits by video cut a hospital service's therapist time from 160 to 40 minutes with no more falls, though one in five patients still needed an in-person visit. Online self-assessment now lets some people buy simple equipment without waiting for a therapist. The US projects 15% growth.

HealthcareAssessed 2026-10-01
Tasks automating
0of 4
3 being augmented
Still human-led
1of 4
0 new tasks
Evidence-backed judgements
3of 4
5 verified records
Test this week · first of 3 directions

Find out whether your service offers video home visits and how it decides who still needs an in-person visit.

See all 3 ↓
26/100
Automation impact indexLow confidence

This is not a probability of losing your job. It combines how much of the role's task load is exposed to automation with how far adoption has actually gone — useful for comparing occupations on one consistent basis, and for nothing else.

Where this applies

Written for occupational therapists in hospitals, community services and private practice; physical therapists and speech-language pathologists have their own pages. The evidence is a US labour projection, a UK trial and England's stroke guideline on robot arm training, one Australian hospital service's video home visits and one Northern Irish trust's online equipment self-assessment; most of it concerns stroke rehabilitation and older adults, and it establishes what robots and remote tools do to the work, not how therapists' numbers or caseloads have changed.

What is happening

What is actually changing#

The unit of analysis is the task, not the job title. A role is not replaced — its task mix shifts.

AutomatingBeing augmentedStill human-ledNew taskStriped: our inference, not yet backed by a verified record

Each tile is one task. Its size is how much of the job it is; its colour is where the task is heading. Click a tile to see what the judgement does not establish.

Core task
Assessing daily function and the home
Being augmented✓ Evidence-backed
What this does NOT mean

One service's retrospective comparison run by its own therapists; patients were not randomised.

Read this task in full →Make this your first AI experiment at work →
Core task
Planning and delivering therapy
Still human-led✓ Evidence-backed
What this does NOT mean

One trial and one guideline, both about arm rehabilitation after stroke; they do not cover other therapy or newer devices.

Read this task in full →
Significant task
Equipment and home adaptations
Being augmented≈ Platform inference
What this does NOT mean

One pilot of a rule-based tool with no outcome data; it does not show how much assessment work has moved.

Read this task in full →Make this your first AI experiment at work →
Significant task
Records and discharge planning
Being augmented✓ Evidence-backed
What this does NOT mean

Inferred without a record on documentation; it does not measure record-keeping time.

Read this task in full →Make this your first AI experiment at work →

Is this your job? Say so and this page narrows to your share of it.

A job title is a bundle of tasks bought together, and no two people hold the same bundle. Nothing is sent anywhere — it stays in this browser.

Assessing daily function and the homeBeing augmented✓ Evidence-backedPlanning and delivering therapyStill human-led✓ Evidence-backedEquipment and home adaptationsBeing augmented≈ Platform inferenceRecords and discharge planningBeing augmented✓ Evidence-backed

Read all 4 tasks in full — direction, reasoning and limits →

Recent changes#

20192020202120222023202420252026today2019-05-22 · CapabilityRobot-assisted arm training did not improve arm function after stroke compared with usual care in 770 patients, the RATULS randomised trial found2023-10-18 · ConstraintArm rehabilitation after stroke should not include robot-assisted training, as its benefits did not outweigh therapy of similar intensity, England's NICE guideline said2025-02-06 · PilotAn online self-assessment lets people buy simple equipment without waiting for an occupational therapist, while complex needs are still referred, Northern Ireland's Western Trust said2025-03-22 · DeploymentVideo home visits took a median 40 minutes of therapist time against 160 in person with no more adverse events, but 20.6% still needed a visit, a Western Australian study found2026-08-27 · ForecastOccupational therapist employment will grow 15% from 2025 to 2035 as the older adult population grows, the US Bureau of Labor Statistics estimated
Can move a judgementCannot move one (forecast, capability demo…)
Forecast2026-08-27Verified 2026-10-01
Occupational therapist employment will grow 15% from 2025 to 2035 as the older adult population grows, the US Bureau of Labor Statistics estimated

United States. The statistics bureau projects employment of occupational therapists to grow 15 percent from 2025 to 2035, from 169,600, with about 10,000 openings a year. It says demand will rise as the older adult population grows, since older adults are more likely to have disabilities and limitations in everyday tasks. It does not mention technology.

A named person with standing publicly predicted something, on a date, in an attributable statement. It is recorded so that who said what, and when, stays checkable — and it never moves a task's assessment, because a prediction is not an observation. Its value arrives later: the record sits on the same page as the evidence about that occupation, so anyone reading the forecast reads the record of what happened next beside it. That is the reckoning; this site publishes no verdict on whether a forecast came true.

U.S. Bureau of Labor Statistics — Occupational Outlook Handbook: Occupational Therapists (2025–35 projections, released August 27, 2026) ↗Full impact card →
Deployment2025-03-22Verified 2026-10-01
Video home visits took a median 40 minutes of therapist time against 160 in person with no more adverse events, but 20.6% still needed a visit, a Western Australian study found

Western Australia, two public hospitals, 544 patients. Median therapist time was 40 minutes for telehealth home visits against 160 minutes in person, with no significant difference in adverse events such as falls, delirium and pressure injuries; 20.6 percent of the telehealth group escalated to in-person visits, mostly for carer education and equipment. A retrospective comparison by the therapists who run the service; patients were not randomised.

An employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.

Lommerzheim R et al. — Telehealth versus in-person occupational therapy home visiting services: a matched cohort study, Australian Occupational Therapy Journal 72 (published 22 March 2025; PubMed 40119704) ↗Full impact card →
Pilot2025-02-06Verified 2026-10-01
An online self-assessment lets people buy simple equipment without waiting for an occupational therapist, while complex needs are still referred, Northern Ireland's Western Trust said

Northern Ireland. The trust, the first in Northern Ireland to pilot it, says AskSARA is an online self-assessment tool with advice written by occupational therapists that signposts people to suppliers so they can buy equipment privately without waiting for a formal assessment by an occupational therapist; if needs are more complex, the tool recommends a formal assessment, and people can still ask for one. A rule-based tool; no outcome data are given.

Small-scale trial in a real setting. Tells us the deployment conditions are being tested, not that they hold — so one pilot is never enough on its own; two independent ones are.

Western Health and Social Care Trust — Launch of new occupational therapy tool pilot project: AskSARA (06/02/2025) ↗Full impact card →
Constraint2023-10-18Verified 2026-10-01
Arm rehabilitation after stroke should not include robot-assisted training, as its benefits did not outweigh therapy of similar intensity, England's NICE guideline said

England. The guideline says do not offer robot-assisted arm training as part of an upper limb rehabilitation programme; the committee was not convinced that the clinical benefits of such devices outweighed those achieved by physiotherapy of similar intensity, and notes that only a few stroke units have access to them and that the recommendation should reduce or discourage their use.

Failure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.

National Institute for Health and Care Excellence — Stroke rehabilitation in adults, NICE guideline NG236, recommendation 1.13.18 and rationale (Published: 18 October 2023) ↗Full impact card →
Capability2019-05-22Verified 2026-10-01
Robot-assisted arm training did not improve arm function after stroke compared with usual care in 770 patients, the RATULS randomised trial found

United Kingdom, four centres, people with moderate or severe arm limitation after stroke. 770 participants were randomised to robot-assisted training, an enhanced therapy programme delivered by therapists, or usual care; the primary outcome was achieved by 44 percent with the robot, 50 percent with enhanced therapy and 42 percent with usual care, and the authors conclude the results do not support robot-assisted training as provided in routine practice. An independent trial of one robotic system.

A demo, benchmark or paper shows the task can be done. Updates what the technology can do — not what employers will do.

Rodgers H et al. — Robot assisted training for the upper limb after stroke (RATULS): a multicentre randomised controlled trial, The Lancet (published online 22 May 2019; PubMed 31128926) ↗Full impact card →
What it means for you

What this means for you#

If you are starting out

If you are starting out, expect some home visits to happen by video and simple equipment requests to go through online self-assessment. Build what those do not cover: observing a person in their own home, carer training, complex equipment and therapy that rebuilds everyday skills.

If you are experienced

Expect to triage between video, self-service and in-person work. Deciding when a person needs you in the room stays with you.

Your options#

Four directions, each with its real constraints and one thing you can test this week. Continuing as you are is a legitimate choice — it just has to be a chosen one.

Reshape the role

Learn to run video home assessments well

A hospital service cut therapist time per home visit sharply by video without more falls, but one in five patients still needed an in-person visit.

Real constraints

Video does not suit everyone, especially where carer training or equipment fitting is needed.

Test this week

Find out whether your service offers video home visits and how it decides who still needs an in-person visit.

Stay and strengthen

Stay in hands-on rehabilitation

Robot arm training did no better than usual care in a large trial and England's guideline says not to offer it; the US projects strong growth for the job.

Real constraints

Rehabilitation roles can be physically demanding and depend on staffing in each service.

Test this week

List which of your sessions last week needed you physically present and which could have been remote.

Adjacent move

Move into complex equipment and housing adaptations

As simple equipment moves to online self-assessment, complex needs are still referred to occupational therapists for formal assessment.

Real constraints

Housing adaptation work often sits with local councils and needs knowledge of building and funding rules.

Test this week

Ask who handles complex equipment and housing adaptations in your area and what training they needed.

Common questions#

Will AI replace occupational therapists?

Not on present evidence. Robot arm training did no better than usual care in a large trial and England's guideline says not to offer it, video home visits still need a therapist, and the US projects 15% growth for the job.

How long do I have before this job disappears?

We do not answer that with a number of years. Watch whether online self-assessment spreads beyond simple equipment, and whether any rehabilitation technology beats therapy of similar intensity in a trial. Those tell you more than any date.

Do rehabilitation robots work better than therapists?

Not for arm rehabilitation after stroke, on the largest trial. In RATULS, robot-assisted training did not improve arm function compared with usual care, and England's guideline now says not to offer it.

Can occupational therapy home visits be done by video?

For many patients, yes. In one Australian hospital service, video home visits used a quarter of the therapist time of in-person visits with no more falls, but 20.6% of patients still needed an in-person visit.

How we know

What these judgements rest on#

3 of 4 task judgements on this page are backed by a verified event and 1 are platform inference, each labelled where it appears. Behind them sit 3 technology dimensions, a reconstructed trajectory since language models reached the public, and 5 verified events.

See which technologies, how it got here, and the method →

Where it sits in the official classification: skills, knowledge, related jobs →

Other roles in the same function#

A company divides its work into functions before it divides it into jobs. These sit in Core delivery (industry-specific) alongside this one — a fact about org charts, not a judgement that they are similar or that they are changing in the same direction.

Content moderator · Registered nurse · Midwife · Radiologist · Pathologist · Radiographer / radiologic technologist · General practitioner / primary care doctor · Surgeon · Anaesthesiologist / anaesthetist · Respiratory therapist · Optometrist · Care worker / nursing assistant · Counsellor / psychotherapist · Psychologist · Dietitian / nutritionist · Pharmacist · Pharmacy technician · School teacher · Driving instructor · University lecturer · Chef / cook · Electrician · Plumber · HVAC technician · Architect · Building inspector · Drafter / CAD technician · Interior designer · Civil / structural engineer · Land surveyor · Urban planner · GIS analyst / cartographer · Electrical engineer · Chip design engineer · Mechanical engineer · Industrial engineer · Quantity surveyor · Journalist · Editor and proofreader · Translator / Interpreter · Interpreter · Retail cashier / shop assistant · Bank teller · Medical assistant / clinic assistant · Waiter / restaurant server · Bartender / barista · Hairdresser / barber · Construction worker · Bricklayer / blocklayer · Carpenter / joiner · Auto mechanic / vehicle technician · Medical laboratory technician · Physiotherapist / rehabilitation therapist · Speech-language pathologist / speech and language therapist · Phlebotomist · Massage therapist · Firefighter · Paramedic / EMT · Police officer · Emergency dispatcher · Farmer · Gardener / landscaper · Social worker · Dentist · Dental hygienist · Veterinarian · Librarian · Welder · Machinist / CNC machinist · Sonographer

Will AI replace occupational therapists? What is changing | VOLO