AI use and occupationsFatih Kansoy ↗
Occupation observations April–May 2026Five observation windows Definitions
World view

One source. Different visibility.

Publication completeness varies across countries. Explore its geography, then open a country to inspect the activities behind the total.

Country occupation publication mass, May 2026Darker countries retain more of their original occupation-facet mass. All countries are also listed in the searchable directory below.Fiji: no published occupation evidenceTanzania: 57.41% published occupation massWestern Sahara: no published occupation evidenceCanada: 97.39% published occupation massUnited States: 98.29% published occupation massKazakhstan: 83.46% published occupation massUzbekistan: 81.44% published occupation massPapua New Guinea: no published occupation evidenceIndonesia: 97.58% published occupation massArgentina: 95.73% published occupation massChile: 93.43% published occupation massDemocratic Republic of the Congo: no published occupation evidenceSomalia: no published occupation evidenceKenya: 87.00% published occupation massSudan: no published occupation evidenceChad: no published occupation evidenceHaiti: 47.15% published occupation massDominican Republic: 74.05% published occupation massRussia: no published occupation evidenceBahamas: no published occupation evidenceFalkland Islands (Malvinas): no published occupation evidenceNorway: 89.27% published occupation massGreenland: no published occupation evidenceFrench Southern Territories: no published occupation evidenceTimor-Leste: no published occupation evidenceSouth Africa: 92.30% published occupation massLesotho: no published occupation evidenceMexico: 96.67% published occupation massUruguay: 71.45% published occupation massBrazil: 98.05% published occupation massBolivia: 72.84% published occupation massPeru: 93.23% published occupation massColombia: 95.99% published occupation massPanama: 66.47% published occupation massCosta Rica: 75.42% published occupation massNicaragua: no published occupation evidenceHonduras: 52.87% published occupation massEl Salvador: 58.42% published occupation massGuatemala: 72.41% published occupation massBelize: no published occupation evidenceVenezuela: no published occupation evidenceGuyana: no published occupation evidenceSuriname: no published occupation evidenceFrance: 98.19% published occupation massEcuador: 78.72% published occupation massPuerto Rico: 65.55% published occupation massJamaica: 44.87% published occupation massCuba: no published occupation evidenceZimbabwe: 51.67% published occupation massBotswana: 32.47% published occupation massNamibia: 30.59% published occupation massSenegal: 71.50% published occupation massMali: no published occupation evidenceMauritania: no published occupation evidenceBenin: 68.71% published occupation massNiger: no published occupation evidenceNigeria: 94.78% published occupation massCameroon: 81.95% published occupation massTogo: 49.85% published occupation massGhana: 83.20% published occupation massCôte d’Ivoire: 77.68% published occupation massGuinea: no published occupation evidenceGuinea-Bissau: no published occupation evidenceLiberia: no published occupation evidenceSierra Leone: no published occupation evidenceBurkina Faso: 59.71% published occupation massCentral African Republic: no published occupation evidenceCongo: 37.69% published occupation massGabon: no published occupation evidenceEquatorial Guinea: no published occupation evidenceZambia: 55.77% published occupation massMalawi: no published occupation evidenceMozambique: 52.77% published occupation massEswatini: no published occupation evidenceAngola: 58.28% published occupation massBurundi: no published occupation evidenceIsrael: 91.22% published occupation massLebanon: 65.58% published occupation massMadagascar: 59.15% published occupation massState of Palestine: 50.07% published occupation massGambia: no published occupation evidenceTunisia: 88.59% published occupation massAlgeria: 90.45% published occupation massJordan: 75.64% published occupation massUnited Arab Emirates: 93.20% published occupation massQatar: 67.93% published occupation massKuwait: 69.11% published occupation massIraq: 82.31% published occupation massOman: 61.37% published occupation massVanuatu: no published occupation evidenceCambodia: 62.32% published occupation massThailand: 95.46% published occupation massLaos: no published occupation evidenceMyanmar: no published occupation evidenceVietnam: 95.48% published occupation massDemocratic People's Republic of Korea: no published occupation evidenceSouth Korea: 98.08% published occupation massMongolia: 66.46% published occupation massIndia: 98.55% published occupation massBangladesh: 89.14% published occupation massBhutan: no published occupation evidenceNepal: 83.99% published occupation massPakistan: 95.85% published occupation massAfghanistan: no published occupation evidenceTajikistan: no published occupation evidenceKyrgyzstan: 48.46% published occupation massTurkmenistan: no published occupation evidenceIran: no published occupation evidenceSyria: no published occupation evidenceArmenia: 56.52% published occupation massSweden: 91.51% published occupation massBelarus: no published occupation evidenceUkraine: 91.69% published occupation massPoland: 94.18% published occupation massAustria: 89.54% published occupation massHungary: 79.17% published occupation massMoldova: 57.49% published occupation massRomania: 89.60% published occupation massLithuania: 71.23% published occupation massLatvia: 60.07% published occupation massEstonia: 62.25% published occupation massGermany: 97.76% published occupation massBulgaria: 76.22% published occupation massGreece: 85.66% published occupation massTürkiye: 94.61% published occupation massAlbania: 51.91% published occupation massCroatia: 69.32% published occupation massSwitzerland: 93.63% published occupation massLuxembourg: 59.83% published occupation massBelgium: 93.83% published occupation massNetherlands (Kingdom of the): 95.64% published occupation massPortugal: 92.39% published occupation massSpain: 97.46% published occupation massIreland: 86.83% published occupation massNew Caledonia: no published occupation evidenceSolomon Islands: no published occupation evidenceNew Zealand: 90.34% published occupation massAustralia: 97.63% published occupation massSri Lanka: 84.85% published occupation massChina: no published occupation evidenceTaiwan: no published occupation evidenceItaly: 96.78% published occupation massDenmark: 89.70% published occupation massUnited Kingdom: 97.67% published occupation massIceland: 33.95% published occupation massAzerbaijan: 66.09% published occupation massGeorgia: 72.45% published occupation massPhilippines: 94.51% published occupation massMalaysia: 92.94% published occupation massBrunei Darussalam: no published occupation evidenceSlovenia: 60.11% published occupation massFinland: 81.04% published occupation massSlovakia: 74.89% published occupation massCzechia: 88.50% published occupation massEritrea: no published occupation evidenceJapan: 97.68% published occupation massParaguay: 60.12% published occupation massYemen: no published occupation evidenceSaudi Arabia: 92.74% published occupation massN. Cyprus: no published occupation evidenceCyprus: 59.81% published occupation massMorocco: 92.70% published occupation massEgypt: 93.99% published occupation massLibya: no published occupation evidenceEthiopia: no published occupation evidenceDjibouti: no published occupation evidenceSomaliland: no published occupation evidenceUganda: 65.57% published occupation massRwanda: 53.09% published occupation massBosnia and Herzegovina: 39.89% published occupation massNorth Macedonia: 45.54% published occupation massSerbia: 77.46% published occupation massMontenegro: no published occupation evidenceKosovo: no published occupation evidenceTrinidad and Tobago: 33.97% published occupation massSouth Sudan: no published occupation evidence
0%
100%No source valueOccupation publication mass

Map: Natural Earth, via world-atlas. Boundaries are for statistical display. Small territories and unmatched polygons remain available in the directory. Relative-use maps use a square-root colour scale; labels retain original units.

250 countries and areas

AfghanistanAFG · Asia—AlbaniaALB · Europe51.9%AlgeriaDZA · Africa90.5%American SamoaASM · Oceania—AndorraAND · Europe—AngolaAGO · Africa58.3%AnguillaAIA · Americas—AntarcticaATA · Other—Antigua and BarbudaATG · Americas—ArgentinaARG · Americas95.7%ArmeniaARM · Asia56.5%ArubaABW · Americas—AustraliaAUS · Oceania97.6%AustriaAUT · Europe89.5%AzerbaijanAZE · Asia66.1%BahamasBHS · Americas—BahrainBHR · Asia50.7%BangladeshBGD · Asia89.1%BarbadosBRB · Americas—BelarusBLR · Europe—BelgiumBEL · Europe93.8%BelizeBLZ · Americas—BeninBEN · Africa68.7%BermudaBMU · Americas—BhutanBTN · Asia—BoliviaBOL · Americas72.8%Bonaire, Sint Eustatius and SabaBES · Americas—Bosnia and HerzegovinaBIH · Europe39.9%BotswanaBWA · Africa32.5%Bouvet IslandBVT · Americas—BrazilBRA · Americas98.0%British Indian Ocean TerritoryIOT · Africa—British Virgin IslandsVGB · Americas—Brunei DarussalamBRN · Asia—BulgariaBGR · Europe76.2%Burkina FasoBFA · Africa59.7%BurundiBDI · Africa—Cabo VerdeCPV · Africa—CambodiaKHM · Asia62.3%CameroonCMR · Africa82.0%CanadaCAN · Americas97.4%Cayman IslandsCYM · Americas—Central African RepublicCAF · Africa—ChadTCD · Africa—ChileCHL · Americas93.4%ChinaCHN · Asia—China, Hong Kong Special Administrative RegionHKG · Asia—China, Macao Special Administrative RegionMAC · Asia—Christmas IslandCXR · Oceania—Cocos (Keeling) IslandsCCK · Oceania—ColombiaCOL · Americas96.0%ComorosCOM · Africa—CongoCOG · Africa37.7%Cook IslandsCOK · Oceania—Costa RicaCRI · Americas75.4%CroatiaHRV · Europe69.3%CubaCUB · Americas—CuraçaoCUW · Americas—CyprusCYP · Asia59.8%CzechiaCZE · Europe88.5%Côte d’IvoireCIV · Africa77.7%Democratic People's Republic of KoreaPRK · Asia—Democratic Republic of the CongoCOD · Africa—DenmarkDNK · Europe89.7%DjiboutiDJI · Africa—DominicaDMA · Americas—Dominican RepublicDOM · Americas74.0%EcuadorECU · Americas78.7%EgyptEGY · Africa94.0%El SalvadorSLV · Americas58.4%Equatorial GuineaGNQ · Africa—EritreaERI · Africa—EstoniaEST · Europe62.3%EswatiniSWZ · Africa—EthiopiaETH · Africa—Falkland Islands (Malvinas)FLK · Americas—Faroe IslandsFRO · Europe—FijiFJI · Oceania—FinlandFIN · Europe81.0%FranceFRA · Europe98.2%French GuianaGUF · Americas—French PolynesiaPYF · Oceania—French Southern TerritoriesATF · Africa—GabonGAB · Africa—GambiaGMB · Africa—GeorgiaGEO · Asia72.5%GermanyDEU · Europe97.8%GhanaGHA · Africa83.2%GibraltarGIB · Europe—GreeceGRC · Europe85.7%GreenlandGRL · Americas—GrenadaGRD · Americas—GuadeloupeGLP · Americas—GuamGUM · Oceania—GuatemalaGTM · Americas72.4%GuernseyGGY · Europe—GuineaGIN · Africa—Guinea-BissauGNB · Africa—GuyanaGUY · Americas—HaitiHTI · Americas47.1%Heard Island and McDonald IslandsHMD · Oceania—Holy SeeVAT · Europe—HondurasHND · Americas52.9%HungaryHUN · Europe79.2%IcelandISL · Europe34.0%IndiaIND · Asia98.5%IndonesiaIDN · Asia97.6%IranIRN · Asia—IraqIRQ · Asia82.3%IrelandIRL · Europe86.8%Isle of ManIMN · Europe—IsraelISR · Asia91.2%ItalyITA · Europe96.8%JamaicaJAM · Americas44.9%JapanJPN · Asia97.7%JerseyJEY · Europe—JordanJOR · Asia75.6%KazakhstanKAZ · Asia83.5%KenyaKEN · Africa87.0%KiribatiKIR · Oceania—KosovoXKX · Europe—KuwaitKWT · Asia69.1%KyrgyzstanKGZ · Asia48.5%LaosLAO · Asia—LatviaLVA · Europe60.1%LebanonLBN · Asia65.6%LesothoLSO · Africa—LiberiaLBR · Africa—LibyaLBY · Africa—LiechtensteinLIE · Europe—LithuaniaLTU · Europe71.2%LuxembourgLUX · Europe59.8%MadagascarMDG · Africa59.1%MalawiMWI · Africa—MalaysiaMYS · Asia92.9%MaldivesMDV · Asia—MaliMLI · Africa—MaltaMLT · Europe47.8%Marshall IslandsMHL · Oceania—MartiniqueMTQ · Americas—MauritaniaMRT · Africa—MauritiusMUS · Africa48.3%MayotteMYT · Africa—MexicoMEX · Americas96.7%Micronesia (Federated States of)FSM · Oceania—MoldovaMDA · Europe57.5%MonacoMCO · Europe—MongoliaMNG · Asia66.5%MontenegroMNE · Europe—MontserratMSR · Americas—MoroccoMAR · Africa92.7%MozambiqueMOZ · Africa52.8%MyanmarMMR · Asia—NamibiaNAM · Africa30.6%NaoeroNRU · Oceania—NepalNPL · Asia84.0%Netherlands (Kingdom of the)NLD · Europe95.6%New CaledoniaNCL · Oceania—New ZealandNZL · Oceania90.3%NicaraguaNIC · Americas—NigerNER · Africa—NigeriaNGA · Africa94.8%NiueNIU · Oceania—Norfolk IslandNFK · Oceania—North MacedoniaMKD · Europe45.5%Northern Mariana IslandsMNP · Oceania—NorwayNOR · Europe89.3%OmanOMN · Asia61.4%PakistanPAK · Asia95.8%PalauPLW · Oceania—PanamaPAN · Americas66.5%Papua New GuineaPNG · Oceania—ParaguayPRY · Americas60.1%PeruPER · Americas93.2%PhilippinesPHL · Asia94.5%PitcairnPCN · Oceania—PolandPOL · Europe94.2%PortugalPRT · Europe92.4%Puerto RicoPRI · Americas65.5%QatarQAT · Asia67.9%RomaniaROU · Europe89.6%RussiaRUS · Europe—RwandaRWA · Africa53.1%RéunionREU · Africa—Saint BarthélemyBLM · Americas—Saint HelenaSHN · Africa—Saint Kitts and NevisKNA · Americas—Saint LuciaLCA · Americas—Saint Martin (French Part)MAF · Americas—Saint Pierre and MiquelonSPM · Americas—Saint Vincent and the GrenadinesVCT · Americas—SamoaWSM · Oceania—San MarinoSMR · Europe—Sao Tome and PrincipeSTP · Africa—Saudi ArabiaSAU · Asia92.7%SenegalSEN · Africa71.5%SerbiaSRB · Europe77.5%SeychellesSYC · Africa—Sierra LeoneSLE · Africa—SingaporeSGP · Asia93.8%Sint Maarten (Dutch part)SXM · Americas—SlovakiaSVK · Europe74.9%SloveniaSVN · Europe60.1%Solomon IslandsSLB · Oceania—SomaliaSOM · Africa—South AfricaZAF · Africa92.3%South Georgia and the South Sandwich IslandsSGS · Americas—South KoreaKOR · Asia98.1%South SudanSSD · Africa—SpainESP · Europe97.5%Sri LankaLKA · Asia84.8%State of PalestinePSE · Asia50.1%SudanSDN · Africa—SurinameSUR · Americas—Svalbard and Jan Mayen IslandsSJM · Europe—SwedenSWE · Europe91.5%SwitzerlandCHE · Europe93.6%SyriaSYR · Asia—TaiwanTWN · Asia94.7%TajikistanTJK · Asia—TanzaniaTZA · Africa57.4%ThailandTHA · Asia95.5%Timor-LesteTLS · Asia—TogoTGO · Africa49.9%TokelauTKL · Oceania—TongaTON · Oceania—Trinidad and TobagoTTO · Americas34.0%TunisiaTUN · Africa88.6%TurkmenistanTKM · Asia—Turks and Caicos IslandsTCA · Americas—TuvaluTUV · Oceania—TürkiyeTUR · Asia94.6%UgandaUGA · Africa65.6%UkraineUKR · Europe91.7%United Arab EmiratesARE · Asia93.2%United KingdomGBR · Europe97.7%United StatesUSA · Americas98.3%United States Minor Outlying IslandsUMI · Oceania—United States Virgin IslandsVIR · Americas—UruguayURY · Americas71.5%UzbekistanUZB · Asia81.4%VanuatuVUT · Oceania—VenezuelaVEN · Americas—VietnamVNM · Asia95.5%Wallis and Futuna IslandsWLF · Oceania—Western SaharaESH · Africa—YemenYEM · Asia—ZambiaZMB · Africa55.8%ZimbabweZWE · Africa51.7%Åland IslandsALA · Europe—