Claude Occupation
EvidenceBy Fatih Kansoy
fatih.ai ↗
Country context

Global availability

Missing source coverage is not zero occupation coverage

250rows
40fields
250country / area identifiers
CSVcomplete download
Download complete table · 0.15 MBAll datasets

What one row represents

country or area

Key: country
Units: Source availability and latest observed support

Preview

First 8 rows. The download contains all 250 rows.

countryiso2un_country_nameregionsubregionm49name_sourcecountry_namesource_country_presenthas_published_taskscountry_periodstask_country_periodssource_geo_idsavailability_statusscope_notecountry_iso3employment_availableemployment_source_tieremployment_periodemployment_occupation_levelemployment_populationemployment_age_scopeemployment_definitionemployment_source_datasetemployment_source_notesemployment_indicator_notesemployment_data_age_yearsearnings_availableearnings_source_datasetearnings_periodearnings_occupation_levelreasonilostat_other_classification_availabletask_join_statustask_weighted_result_possiblelatest_task_periodpublished_task_cellspublished_usage_pct_sumpositive_occupationszero_occupations
AFGAFAfghanistanAsiaSouthern Asia4UNSD M49AfghanistanFalseFalse00no_country_rows_in_pinned_releasesCountry/area geography as published; not a sovereignty classification or a representative workforce sampleAFGTrueILOSTAT_ISCO08_L2_ICLS1920212Employed persons, sex total; ICLS19; source-specific age/coverage retained in notesSource-specific working-age population; no explicit age limit in retrieved row notesICLS19EMP_5EMP_SEX_OC2_NB_ARepository: ILO-STATISTICS - Micro data processing | Data reference period: First quarter5FalseAvailable at published resolution; periods, definitions and age scopes differTrueno_published_country_task_rowsFalse
ALBALAlbaniaEuropeSouthern Europe8UNSD M49AlbaniaTrueTrue55AL;ALBpublished_task_dataCountry/area geography as published; not a sovereignty classification or a representative workforce sampleALBTrueILOSTAT_ISCO08_L2_ICLS13_or_national20242Employed persons, sex total; ICLS13_or_national; source-specific age/coverage retained in notesSource-specific working-age population; no explicit age limit in retrieved row notesICLS13_or_nationalEMP_TEMP_SEX_OC2_NB_ARepository: ILO-STATISTICS - Micro data processing2Trueearn_ses22_1420221Available at published resolution; periods, definitions and age scopes differTrueeligible_at_published_resolutionTrue2026-05-017.011.867.0916.0
DZADZAlgeriaAfricaNorthern Africa12UNSD M49AlgeriaTrueTrue55DZ;DZApublished_task_dataCountry/area geography as published; not a sovereignty classification or a representative workforce sampleDZATrueILOSTAT_ISCO08_L1_ICLS13_or_national20141Employed persons, sex total; ICLS13_or_national; source-specific age/coverage retained in notesSource-specific working-age population; no explicit age limit in retrieved row notesICLS13_or_nationalEMP_TEMP_SEX_OCU_NB_AData reference period: September12FalseAvailable at published resolution; periods, definitions and age scopes differTrueeligible_at_published_resolutionTrue2026-05-01139.063.3394.0829.0
ASMASAmerican SamoaOceaniaPolynesia16UNSD M49American SamoaFalseFalse00no_country_rows_in_pinned_releasesCountry/area geography as published; not a sovereignty classification or a representative workforce sampleASMFalseFalseNo selected public ISCO08/SOC2020 occupation-employment panel; national/older classifications are not silently crosswalkedFalseno_published_country_task_rowsFalse
ANDADAndorraEuropeSouthern Europe20UNSD M49AndorraTrueFalse30ADcountry_metrics_onlyCountry/area geography as published; not a sovereignty classification or a representative workforce sampleANDFalseFalseNo selected public ISCO08/SOC2020 occupation-employment panel; national/older classifications are not silently crosswalkedFalseno_published_country_task_rowsFalse
AGOAOAngolaAfricaSub-Saharan Africa24UNSD M49AngolaTrueTrue55AGO;AOpublished_task_dataCountry/area geography as published; not a sovereignty classification or a representative workforce sampleAGOTrueILOSTAT_ISCO08_L2_ICLS1920252Employed persons, sex total; ICLS19; source-specific age/coverage retained in notesSource-specific working-age population; no explicit age limit in retrieved row notesICLS19EMP_5EMP_SEX_OC2_NB_ARepository: ILO-STATISTICS - Micro data processing1FalseAvailable at published resolution; periods, definitions and age scopes differTrueeligible_at_published_resolutionTrue2026-05-0116.022.016.0907.0
AIAAIAnguillaAmericasLatin America and the Caribbean660UNSD M49AnguillaFalseFalse00no_country_rows_in_pinned_releasesCountry/area geography as published; not a sovereignty classification or a representative workforce sampleAIAFalseFalseNo selected public ISCO08/SOC2020 occupation-employment panel; national/older classifications are not silently crosswalkedTrueno_published_country_task_rowsFalse
ATAAQAntarctica10UNSD M49AntarcticaFalseFalse00no_country_rows_in_pinned_releasesCountry/area geography as published; not a sovereignty classification or a representative workforce sampleATAFalseFalseNo selected public ISCO08/SOC2020 occupation-employment panel; national/older classifications are not silently crosswalkedFalseno_published_country_task_rowsFalse

Field dictionary

FieldUnitDefinitionMissingness
countryidentifierCanonical ISO3 or explicitly labelled additional source geographyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
iso2identifierISO2 alias; Namibia NA must remain a literal identifierBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
un_country_namelabelOriginal UNSD M49 country/area nameBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
regionlabelUNSD statistical region; empty for unassigned AntarcticaBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
subregionlabelUNSD statistical subregion where suppliedBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
m49identifierUNSD numeric geographic code, preserve leading zerosBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
name_sourcesource metadataOrigin of the geographic name/code, distinguishing UNSD M49 entries from explicitly added source geographiesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
country_namelabelProject display name; original provider name retained separatelyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_country_presentbooleanAt least one country-level row in the pinned consumer releasesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
has_published_tasksbooleanAt least one positive published numeric/text task cell in a supported periodBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
country_periodscountDistinct source observation starts with any country-level row in the pinned releasesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
task_country_periodscountDistinct observation starts with a positive published country task cell; periods without positive cells do not receive occupation panelsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_geo_idsidentifier listSemicolon-separated original provider geography aliases observed for this canonical registry codeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
availability_statusmetadataExplicit availability/quantity/source interpretation; do not infer missing values as zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
scope_notemetadataExplicit availability/quantity/source interpretation; do not infer missing values as zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
country_iso3identifierCanonical country or area codeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_availablebooleanA compatible official occupation-employment panel was selected for the geography; does not establish usage data or complete occupation matchingBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_source_tiercategorySelected employment provider, occupation detail and definition label; documents the finest-detail/recency policy and UK-specific routeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_periodsource periodReference period of the selected employment statistics; distinct from the Claude observation dates and source retrieval dateBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_occupation_levelclassification digitsOccupation detail used by the selected employment panel: ISCO08 one/two digits or UK SOC2020 four digitsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_populationsource metadataPopulation represented by the selected employment panel; source-specific universes are not harmonized by the joinBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_age_scopesource metadataAge-coverage information from the selected employment panel; no universal working-age range is imposedBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_definitionsource metadataEmployment concept retained from the selected source, including ICLS19 versus ICLS13/national or UK APS definitionsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_source_datasetidentifierProvider dataset/indicator code for the selected employment panel, such as the ILOSTAT annual series, Eurostat LFS or UK APS218Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_source_notessource metadataNational source notes, including explicit ages or special annual-average conventionsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_indicator_notessource metadataIndicator/ICLS definition and source coverage notesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_data_age_yearsyears2026 minus the first four digits of the selected employment reference period; a reference-year lag, not years since downloadBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
earnings_availablebooleanA public SES/ASHE earnings source is available under the documented selection; does not establish a harmonized wage bill or values for every occupationBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
earnings_source_datasetidentifierProvider dataset code for the earnings input: Eurostat earn_ses22_14 or UK ASHE14 under the current selectionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
earnings_periodsource periodReference year of the earnings survey used for the pay-weighting proxy, separate from employment and Claude datesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
earnings_occupation_levelclassification digitsPublished earnings detail used: ISCO08 major group for SES or UK SOC2020 unit group for ASHEBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
reasonmetadataExplicit availability/quantity/source interpretation; do not infer missing values as zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
ilostat_other_classification_availablebooleanAny occupation rows occur in the queried ILOSTAT series before the ISCO08 restriction; despite the field name, true alone does not prove an additional incompatible classificationBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
task_join_statusmetadataExplicit availability/quantity/source interpretation; do not infer missing values as zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
task_weighted_result_possiblebooleanPositive published task data and a selected compatible employment panel both exist; eligibility for a join, not proof of complete score supportBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
latest_task_perioddateMost recent observation-window start with positive published task data for the geographyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
published_task_cellscountNumber of positive published source task cells; original source-cell denominatorBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
published_usage_pct_sumpercentage pointsSum of positive published task shares before occupation expansionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
positive_occupationscountO*NET occupations with coverage greater than zero in the stated period; latest observed period in global availabilityBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
zero_occupationscountO*NET occupations with zero published coverage in the stated period; underlying unobserved usage remains unknownBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

Provenance and reuse

Frozen source table: outputs/global_availability.csv

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