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›Paralegal›2023-06-22
ConstraintCognitive automation2023-06-22

A US federal court fined two attorneys and their firm $5,000 for a brief citing six non-existent cases generated by ChatGPT, noting that using a reliable AI tool is not itself improper

Paralegaloccupation page →
Event date / reported
2023-06-22
Evidence stage
ConstraintFailure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
Tasks this bears on
Checking what the tools produced
Confirming that a cited case exists, that a summary matches the source, that a generated clause does not contradict another.
New task✓ Evidence-backed
Where this applies
US federal court (S.D.N.Y., Judge Castel). The sanction rested on failing to verify and on standing by the citations once challenged. Widely cited in later professional-conduct guidance.
What this means
A constraint record that creates the linked task: a federal court fined lawyers $5,000 not for using ChatGPT but for filing six invented cases without checking, and standing by them once challenged. On the deployment layer it fixes where the tools may be used in litigation — only with someone confirming every citation exists — and that confirming step is the 'checking what the tools produced' work now landing on paralegals.
What it does not yet show
One sanction order in one US district says nothing about how firms pay for verification: whether it becomes a billable paralegal skill or unpaid diligence is a firm-by-firm decision the opinion does not touch. It does not show fabricated citations are common, only that the cost of one slipping through is now on record — and it applies to court filings, not to contract or research work.
What you can check
Ask your supervising attorney whether the firm has a written rule on who verifies citations in machine-assisted drafts and whether that time is recorded to a matter code; no rule means the task exists but has not been assigned, and non-billable time means it has been assigned to you for free.
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 1 linked task judgement above now rest on evidence instead of inference.
Source
Mata v. Avianca, Inc. (S.D.N.Y., 22 June 2023) — opinion and order on sanctions, via CourtListener · 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.
All changes for Paralegal →All recent changes →How events become evidence →