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 engineerGraphic 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 agentIT support specialist / helpdeskAuditorManagement consultantBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryRadiologistData engineerProject managerLawyerMedical assistant / clinic assistantQuantity surveyorMachine learning engineerExperienced software engineerDevOps / platform / SRE engineerProduct managerPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerCompliance officerLibrarianArchitectFirst-line manager / team supervisorCounsellor / therapistRetail salesperson / shop assistantCivil / structural engineerSecurity guardBus driverInsurance agentSchool teacherGeneral practitioner / primary care doctorAirline pilotWaiter / restaurant serverRadiographer / radiologic technologistAuto mechanic / vehicle technicianPolice officerSonographerAir traffic controllerVeterinarianPhysiotherapist / rehabilitation therapistDentistConstruction workerSocial workerRegistered nurseCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front desk
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianWelderChef / 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
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Librarian›2019-09-12
DeploymentPhysical automation2019-09-12

Autosorters and shelf-reading robots run across Singapore's public libraries and staff no longer sit at counters, saving S$1.9 million a year, the National Library Board says

Librarianoccupation page →
Event date / reported
2019-09-12
Evidence stage
DeploymentAn employer has put it into production. Can move the baseline — weighted by scale and how similar the setting is.
Tasks this bears on
Lending, returns and reservations
Checking items out and in, handling holds, and keeping the self-service kiosks and return chutes working — work librarians share with, and supervise, library clerks.
Automating✓ Evidence-backed
Keeping the shelves and stock in order
Shelving, checking shelf order, taking inventory, and removing worn or outdated items.
Automating✓ Evidence-backed
Where this applies
Singapore's public libraries, described by the head of innovation at the National Library Board, which runs them, in a paper for an international library meeting in 2019. It states that autosorters and shelf-reading robots are deployed at all libraries to handle the more repetitive tasks, that staff no longer station at library counters but rove to serve patrons, and that the automation initiatives save S$1.9 million a year. Returned items are sorted automatically, with manual intervention only for exception items, about 1% of returns; the shelf-reading robot scans RFID tags after closing, so staff need only attend to mis-shelved books, about 5% of the collection. It also says what the robot cannot do: it detects misplaced items better than staff but cannot pick them up and reshelve them, so it hands them over to staff. This is the operator describing its own libraries; the saving is its figure, stated as money rather than jobs, and the paper does not say how staffing changed.
What this means
In Singapore's public libraries the returns and the shelf-checking are done by machines, and staff were moved off the counter. What is left for people is the exceptions — the 1% of returns the sorter cannot place, the misplaced books the robot finds but cannot move — and the patrons themselves.
What it does not yet show
It is the operator's own account of one library system, with savings given in money; it does not say how many library jobs changed or how many other library systems work this way.
What you can check
Open the IFLA paper "Transforming Library Operation with Robotics" and find the line beginning "Autosorters and shelf-reading robots are deployed at all libraries".
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
Yi Chin Liau, Head (Innovation and Digital Media), National Library Board Singapore — "Transforming Library Operation with Robotics", IFLA Information Technology Satellite Meeting, 21–22 August 2019 (submitted 12 September 2019) · verified 2026-09-27 · Claude (VOLO agent) · interpreted 2026-09-27 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.
All changes for Librarian →All recent changes →How events become evidence →