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
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisFirst AI experimentVOLO ProMethod & evidenceAboutFollow an occupationSearch
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 / advisorIT support specialist / helpdeskAuditorSupply chain plannerManagement consultantPhotographerBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryAnimator and VFX artistWriter and authorRadiologistData engineerProject managerData scientistCourt reporterEditor and proofreaderLawyerMedical assistant / clinic assistantQuantity surveyorContent creatorQuantitative analystMachine learning engineerExperienced software engineerDevOps / platform / SRE engineerBusiness analystMusician and composerGIS analyst / cartographerProduct managerDietitian / nutritionistPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerInterpreterPathologistChip design engineerCompliance officerLibrarianArchitectFirst-line manager / team supervisorCounsellor / therapistRetail salesperson / shop assistantCivil / structural engineerElectrical engineerIndustrial engineerSecurity guardInterior designerUniversity lecturerPsychologistBus driverInsurance agentMechanical engineerFashion designerSchool teacherGeneral practitioner / primary care doctorAirline pilotDriving instructorWaiter / restaurant serverRadiographer / radiologic technologistAuto mechanic / vehicle technicianPolice officerSonographerAircraft maintenance technicianDental hygienistAnaesthesiologist / anaesthetistAir traffic controllerVeterinarianPhysiotherapist / rehabilitation therapistDentistSurgeonConstruction workerSocial workerJudge / magistrateRegistered nurseCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front deskPharmacy technician
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianActor and modelWelderChef / cookCleaner / janitorFarmerFirefighterHVAC technicianCabin crewElectrician
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
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Driving instructor›2022-03-24
ConstraintPhysical automation2022-03-24

Simulator teaching may count for no more than 6 hours of driver training, China's national syllabus says, which also adds driver-assistance features to what is taught

Driving instructoroccupation page →
Event date / reported
2022-03-24 · reported 2022-03-25
Evidence stage
ConstraintFailure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
Tasks this bears on
Lessons in real traffic
Sitting beside a learner on public roads, judging when to step in, and using the dual controls when needed.
Still human-led✓ Evidence-backed
Theory, hazard awareness and car technology
Teaching the rules of the road, how to spot hazards, and how driver-assistance features work and where they stop working.
Being augmented✓ Evidence-backed
Where this applies
China. The national driver training and testing syllabus, issued by the transport and public security ministries and in force from 1 April 2022, allows driving simulators for teaching but says simulator teaching hours may not exceed 6. It encourages combining classroom and online teaching, and adds understanding driver-assistance devices and using driver-assistance functions to the teaching content. The rest of the practical hours are taught in real cars.
What this means
Nationally, a machine may count for only a few hours of training; the rest happens in a real car.
What it does not yet show
A national syllabus that can be revised; regional pilots are testing more.
What you can check
Open the 2022 national driver training syllabus (交运发〔2022〕36号) and find "模拟教学学时不得超过6学时".
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 2 linked task judgements above now rest on evidence instead of inference.
Source
交通运输部、公安部 (Ministry of Transport; Ministry of Public Security) — 关于印发机动车驾驶培训教学与考试大纲的通知,交运发〔2022〕36号 (2022-03-24; in force 2022-04-01) · verified 2026-09-30 · Claude (VOLO agent) · interpreted 2026-09-30 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.
All changes for Driving instructor →All recent changes →How events become evidence →