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 designerOptometristSchool 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 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
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Driving instructor›2025-10-22
Policy mandateCognitive automation2025-10-22

Theory tests must ask about the advantages, limitations and risks of driver assistance and automated driving systems, under the EU's 2025 driving licence directive

Driving instructoroccupation page →
Event date / reported
2025-10-22 · reported 2025-11-05
Evidence stage
Policy mandateRegulation, subsidy or public procurement is requiring or funding adoption — the mirror of a constraint. It shows adoption is being required, not that it has happened, so one mandate is never enough on its own; two independent ones are.
Tasks this bears on
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
European Union. The new driving licence directive says questions shall be asked on each listed topic in the theory test, including the advantages, limitations and risks associated with advanced driver assistance systems and automated driving systems, their safe use and how they can affect the driver's awareness and behaviour. It also lets hazard-reaction skills in the practical test be tested on simulators instead. Member states must write it into national law; it adds material to teach rather than removing the test.
What this means
The law now requires learners to be taught what driver-assistance and automated systems can and cannot do.
What it does not yet show
Member states still have to write it into national law, and it says nothing about who teaches it.
What you can check
Open Directive (EU) 2025/2205 on EUR-Lex and find "advantages, limitations and risks associated with advanced driver assistance systems" in the Annex.
Does it change the assessment?
No. The impact index is never moved by a single event. Nor did this record change a layer: all 1 linked judgement above already rested on earlier evidence. This one adds to them.
Source
Directive (EU) 2025/2205 of the European Parliament and of the Council of 22 October 2025 on driving licences (OJ L, 2025/2205, 5.11.2025) · 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 →