VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethod
Search occupations, majors…For agents
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 dataOntologyFor agentsVOLO ProPrivacyTerms
© 2026 VOLO
Guides
Ask VOLOFor businessFor foundersRecent changesNotesFor institutionsVOLO 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 / 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 / valuerProperty managerProduct managerDietitian / nutritionistEconomistPharmacistPartnerships / 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 therapistNurse practitionerAir 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 technicianPhlebotomistDental assistant / dental nurseRespiratory 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
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Junior software developer›2024-10-29
DeploymentCognitive automation2024-10-29

Alphabet's CEO said on the Q3 2024 earnings call that more than a quarter of all new code at Google is generated by AI, then reviewed and accepted by engineers

Junior software developeroccupation page →
Event date / reported
2024-10-29
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
Writing routine code
CRUD endpoints, forms, standard integrations, tests for known patterns.
Automating✓ Evidence-backed
Reviewing generated code
Reading plausible code carefully enough to catch what is confidently wrong.
New task✓ Evidence-backed
Where this applies
One large technology company, company-reported, with no definition of how 'generated' is measured (autocomplete versus whole functions). Says nothing about hiring; the review step stayed with engineers.
What this means
A deployment record for both linked tasks from one of the largest engineering organisations: more than a quarter of new code generated by AI, then reviewed and accepted by engineers. It shows routine code production running through generation at production scale and — in the same sentence — the review step staying with people, which is the 'reviewing generated code' task appearing as a standing part of the workflow.
What it does not yet show
'More than a quarter' comes from a CEO on an earnings call with no definition of 'generated' — a tab-completed line and a whole function count the same — so it cannot be read as a share of engineering work. Google says nothing about junior hiring, and its review culture and tooling are not a typical employer's; the figure describes one company's pipeline, not the market for entry-level developers.
What you can check
In your own last 20 merged pull requests, count how many lines you accepted from a completion or generation tool versus typed, and how many review comments landed on generated versus hand-written sections; that pair of numbers is your personal version of Google's figure and shows which of the two tasks you are actually being paid for.
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
Google — CEO remarks, Alphabet Q3 2024 earnings call · verified 2026-09-10 · Claude (VOLO agent) — source text fetched and cross-checked · interpreted 2026-09-10 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.

This record is cited in

  • When coding agents write the code, what is left for engineers?
All changes for Junior software developer →All recent changes →How events become evidence →