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 dataPro MCPPrivacyTerms
© 2026 VOLO
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterContent moderatorCustomer service representativeAdministrative assistantSoftware tester / QA engineerGraphic designerParalegalVideo editorAccountant / BookkeeperMarketing specialistFrontend developerData analystInsurance claims handlerTechnical writer / documentation engineerJunior software developerHR / recruiterLoan officer / credit officerFinancial analystProcurement / supply chain specialistJournalistSales / account managerReal estate agentIT support specialist / helpdeskAuditorManagement consultantBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryRadiologistData engineerLawyerMedical assistant / clinic assistantMachine learning engineerExperienced software engineerDevOps / platform / SRE engineerProduct managerPharmacistPartnerships / channel managerSecurity analyst (SOC)Compliance officerArchitectFirst-line manager / team supervisorCounsellor / therapistRetail salesperson / shop assistantCivil / structural engineerSecurity guardBus driverSchool teacherGeneral practitioner / primary care doctorAirline pilotWaiter / restaurant serverAuto mechanic / vehicle technicianPolice officerAir traffic controllerPhysiotherapist / rehabilitation therapistDentistConstruction workerSocial workerRegistered nurseCare worker / nursing assistantAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front desk
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianChef / cookCleaner / janitorFarmerFirefighterCabin 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
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisFirst AI experimentMethod & evidenceAboutFollow an occupationSearch
You are reading as:I have a jobI am studyingI run a companyI am building something
On this pageHow it connectsIn the official classificationWhat O*NET rates highestOur task judgementsSources and rules
Occupations›Cabin crew›Ontology

Cabin crew — skills, knowledge and links

Where this job sits in the official classifications, what those classifications say it demands, and what it connects to. Every block names its source: our own judgements, the U.S. Department of Labor's O*NET, or the U.S. Department of Education.

How it connects#

Degrees that lead here
—
Cabin crewO*NET 53-2031.00
Related occupations on this site (O*NET)
Air traffic controllerO*NET 31.0

O*NET also lists (no page here yet): Passenger Attendants · Reservation and Transportation Ticket Agents and Travel Clerks · First-Line Supervisors of Passenger Attendants · Airfield Operations Specialists · Baggage Porters and Bellhops · Transportation Security Screeners · Aircraft Cargo Handling Supervisors · Ushers, Lobby Attendants, and Ticket Takers

In the official classification#

O*NET-SOC 53-2031.00 · O*NET 31.0

Flight Attendants

Fit with this page: same job

Job Zone 1–2: very little to some preparation

See it on O*NET OnLine ↗

What O*NET rates highest#

From O*NET 53-2031.00 (Flight Attendants). Ordered by O*NET's importance rating; the words are O*NET's own scale anchors.

Transferable skills

  1. Social PerceptivenessVery important
  2. Service OrientationVery important
  3. CoordinationVery important
  4. Time ManagementImportant
  5. PersuasionImportant
  6. Judgment and Decision MakingImportant
  7. NegotiationImportant
  8. InstructingImportant

Knowledge

  1. Customer and Personal ServiceExtremely important
  2. Public Safety and SecurityVery important
  3. English LanguageVery important
  4. TransportationImportant
  5. PsychologyImportant
  6. GeographyImportant

Work activities

  1. Performing for or Working Directly with the PublicExtremely important
  2. Getting InformationVery important
  3. Making Decisions and Solving ProblemsVery important
  4. Identifying Objects, Actions, and EventsVery important
  5. Assisting and Caring for OthersVery important
  6. Resolving Conflicts and Negotiating with OthersVery important

Abilities

  1. Oral ExpressionVery important
  2. Speech ClarityVery important
  3. Oral ComprehensionVery important
  4. Speech RecognitionVery important
  5. Problem SensitivityVery important
  6. Near VisionVery important

Essential skills

  1. SpeakingVery important
  2. Active ListeningVery important
  3. MonitoringVery important
  4. Reading ComprehensionImportant
  5. Critical ThinkingImportant

Our task judgements#

O*NET says what this job demands. It does not say what automation is doing to it — that is what this site's 6 task judgements are for: 2 backed by a verified event, 4 platform inference. VOLO judgement

Every task, one by one →What they rest on →

Sources and rules#

  • Four kinds of source, and each block says which: this site's own judgements, O*NET, the U.S. Department of Education's CIP–SOC crosswalk, or something computed mechanically from those. Nothing on this page is a rating we made up.
  • O*NET's importance ratings are used only to order and shorten the lists. They are never combined with this site's impact index or evidence counts.
  • The fit between our page and an O*NET occupation is our judgement and is stated per code: same job, broader, part of it, or only the closest there is.
  • O*NET 31.0 Database, August 2026 release, U.S. Department of Labor/Employment and Training Administration, CC BY 4.0. O*NET® is a trademark of USDOL/ETA. The translations of O*NET descriptors on this page are ours, not O*NET's.
← Back to Cabin crewThe other layer: every task, one by one →