CognitiveAristocracy
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Overview / Rankings

Rank, filter and compare the AI economy across geographies (countries, cities, US states), industries, and occupations. Tick rows (or map items) to compare and export a report.

For every job we estimate how much AI can do it, how likely that is, and how much still needs a human — split into done by AI, helped by AI, and stays human. The {term('OFI','OFI')} (0–100) sums up the pressure to change.For each occupation: AI exposure, adoption, economic pressure, regulatory friction and trust needs — decomposed into automate / augment / remain-human. OFI is the transformation-pressure score.Per-occupation, OFI = transformation pressure over task exposure × adoption × economic pressure × agentic exposure, damped by friction and oversight, with an automate/augment/remain-human task decomposition. Grounded in AIOE and Eloundou et al.

We model task transformation, not job loss. Scenario estimates grounded in published AI-exposure frameworks (AIOE; Eloundou et al. 2023; OECD).
Showing 50 of 50 occupations · filters below each header. Career Transition Engine →
#OccupationFamily OFIExposure AutomateAugmentHumanMedian wage
Travel AgentsSales67.99370%22%8%$47,000
Data Entry KeyersClerical & Administrative61.19072%20%8%$37,790
TelemarketersSales & Clerical59.78870%22%8%$34,230
CashiersSales58.18260%25%15%$29,000
Receptionists & Information ClerksOffice & Admin57.98655%30%15%$35,000
Translators & InterpretersLanguage & Communication53.09262%30%8%$57,090
Proofreaders & Copy EditorsLanguage & Communication51.89060%30%10%$47,740
Customer Service RepresentativesClerical & Service48.88555%35%10%$39,680
General Office ClerksClerical & Administrative44.98055%33%12%$40,480
Data ScientistsTech & Analytics41.08625%60%15%$108,000
Software DevelopersTechnical & Engineering39.98235%50%15%$132,270
Bookkeeping & Accounting ClerksFinance & Clerical39.68255%33%12%$47,440
Market Research AnalystsBusiness & Analytics39.28042%45%13%$74,680
Tax PreparersFinance36.68455%33%12%$49,010
Writers & AuthorsCreative & Media36.58640%45%15%$73,690
Insurance Sales AgentsSales35.97840%42%18%$59,000
Graphic DesignersCreative & Media33.57538%47%15%$58,910
Database AdministratorsTech & Analytics33.27440%45%15%$101,000
Insurance UnderwritersFinance31.28048%40%12%$77,860
Management ConsultantsProfessional30.78025%55%20%$99,000
Retail SalespersonsSales30.66635%40%25%$33,000
Journalists & ReportersCreative & Media30.07835%45%20%$57,500
Financial AnalystsFinance29.97833%52%15%$99,890
Paralegals & Legal AssistantsLegal28.58042%45%13%$60,970
Loan OfficersFinance24.67438%45%17%$69,990
Human Resources SpecialistsBusiness & Administrative23.47232%48%20%$67,650
ActuariesFinance23.17830%50%20%$120,000
Real Estate AgentsSales23.17030%45%25%$54,000
Accountants & AuditorsFinance22.17230%52%18%$79,880
Compliance OfficersProfessional21.97430%50%20%$75,000
LawyersLegal14.87020%55%25%$145,760
WeldersManufacturing14.64030%30%40%$48,000
Postsecondary TeachersEducation13.86018%52%30%$84,380
Security GuardsProtective Services13.04530%35%35%$37,000
PharmacistsHealthcare9.65818%50%32%$133,000
Chefs & CooksFood Services8.83418%32%50%$35,000
Radiologic TechnologistsHealthcare8.65015%50%35%$73,000
Physicians & SurgeonsHealthcare8.25512%58%30%$229,300
Elementary School TeachersEducation7.64812%48%40%$63,680
Heavy & Tractor-Trailer Truck DriversTransportation7.23522%30%48%$54,320
CarpentersConstruction5.82612%28%60%$56,000
VeterinariansHealthcare5.84212%45%43%$119,000
Registered NursesHealthcare5.54010%45%45%$86,070
Social WorkersPublic Sector & Social Services4.13410%40%50%$58,380
Flight AttendantsTransportation3.73010%30%60%$63,000
ElectriciansSkilled Trades2.6226%30%64%$61,590
Police & Sheriff's Patrol OfficersPublic Sector & Safety2.6288%35%57%$72,280
Construction LaborersManual & Construction2.5168%20%72%$45,300
Plumbers, Pipefitters & SteamfittersSkilled Trades2.2205%27%68%$61,550
Home Health & Personal Care AidesHealthcare & Service1.9185%22%73%$33,530
These are model outputs and scenarios, not forecasts of actual outcomes. This platform measures access to, utilization of, and leverage from cognitive infrastructure — not intelligence. No causality or certainty is claimed.
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