Claude Occupation
EvidenceBy Fatih Kansoy
fatih.ai ↗
Employment context

Global employment latest

Source year/detail/age/flags retained; national classifications not silently relabelled

7,490rows
34fields
182country / area identifiers
CSV.gzcomplete download
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What one row represents

official country-occupation-source panel

Key: country_iso3,occupation_code
Units: Employed persons; source-specific population and ICLS

Preview

First 8 rows. The download contains all 7,490 rows.

country_iso3periodclassificationoccupation_codeoccupation_leveloccupation_titleis_totalemploymentunitflagspopulationsource_datasetsource_filesource_tierage_scopeemployment_definitionselected_occupation_levelsource_row_presentperiod_labelemployment_typeconfidence_interval_half_widthflag_descriptionconfidence_flagssource_codesource_labelsource_occupation_codesource_unitapi_selectionnote_classifnote_indicatornote_sourcenote_classif_labelnote_indicator_labelnote_source_label
BEL2025ISCO08TOTAL0TotalTrue5138200.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
BGR2025ISCO08TOTAL0TotalTrue2921100.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
CZE2025ISCO08TOTAL0TotalTrue5227700.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
DNK2025ISCO08TOTAL0TotalTrue3072600.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
DEU2025ISCO08TOTAL0TotalTrue42312300.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
EST2025ISCO08TOTAL0TotalTrue693100.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
IRL2025ISCO08TOTAL0TotalTrue2797000.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True
GRC2025ISCO08TOTAL0TotalTrue4329700.0personsResident employed persons aged 15-74, both sexes; EU-LFSlfsa_egai2ddata/raw/statistics/eurostat_employment_all_geos_2020_onward.jsonEUROSTAT_ISCO08_L215-74EU-LFS national implementation; source breaks retained2True

Field dictionary

FieldUnitDefinitionMissingness
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
periodsource periodOfficial reference year or source period identifier; survey profiles use 2022-2023 and UK APS uses the end month of its rolling yearBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
classificationcategoryOccupation taxonomy used for this source or comparison; official employment retains ISCO08/SOC2020, while sensitivity tables identify their mapped taxonomyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_codeidentifierOccupation code in the stated classification and detail; preserve leading zeros and explicit TOTAL/UNK/nonresponse categoriesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_levelclassification digitsNumber of digits in the native occupation code; zero marks total/unknown source categories, or the country total in survey profilesBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
occupation_titlelabelPublished occupation label from the retained statistical classification/sourceBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
is_totalbooleanTrue only for the official published total row; unknown/nonresponse categories are separateBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employmentsource employment countOfficial source employment: persons in survey tables, jobs in the US National Employment Matrix; source population and period retainedBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
unitunit labelRecorded unit of the transformed statistical value; employment tables use personsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
flagssource quality codesProvider status codes on the statistical observation, retained without converting suppression or missingness to zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
populationsource metadataStatistical universe covered by the official source, including employment/employee, residency and definition qualificationsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_datasetidentifierProvider dataset/indicator code identifying the original statistical collectionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_filepathProject-relative cached source-file path; raw caches are omitted from the public asset and can be downloaded by the recorded provider codeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_tiercategorySelected provider, occupation classification/detail and ICLS definition; documents source selection rather than a statistical weightBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
age_scopesource metadataRetained age-coverage restriction, or an explicit statement that the retrieved source notes do not specify an age limitBlank/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
selected_occupation_levelclassification digitsChosen source-panel detail used for employment joins, retained even on total and unknown-category rowsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_row_presentbooleanTrue for an observed provider occupation row; false for a missing-category row inserted with employment left unavailableBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
period_labelsource periodProvider-readable reference-period label, including the UK APS rolling-year spanBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_typecategoryUK APS all_employed versus employee selection; employee rows support the separate ASHE earnings proxyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
confidence_interval_half_widthpersonsPublished Nomis confidence measure 20701, retained as the APS employment interval half-width; source quality flags are separate and this is not mapping uncertaintyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
flag_descriptionsource metadataDecoded meaning of the observation quality/status flag, or explicit absent-row reasonBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
confidence_flagssource quality codesNomis status codes on the separately published employment confidence measureBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_codeidentifierILOSTAT identifier of the underlying national statistical source selected by its best-source APIBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_labellabelDecoded name of the underlying statistical source associated with source_codeBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_occupation_codeidentifierOriginal provider occupation code before removal of classification prefixes and explicit unknown-code normalizationBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
source_unitsource unitUnit of the original provider values before project conversion; ILOSTAT employment is published in thousands and converted to personsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
api_selectionsource metadataRecorded ILOSTAT API request parameters, including annual frequency, total sex and best-source selectionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
note_classifsource note codesOriginal ILOSTAT occupation/classification note identifiers; decoded text is in note_classif_labelBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
note_indicatorsource note codesOriginal ILOSTAT indicator-definition note identifiers; decoded text is in note_indicator_labelBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
note_sourcesource note codesOriginal ILOSTAT national-source note identifiers; decoded text is in note_source_labelBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
note_classif_labelsource metadataDecoded ILOSTAT classification notes, preserving source-specific coverage statementsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
note_indicator_labelsource metadataDecoded ILOSTAT indicator notes, including employment-definition qualificationsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
note_source_labelsource metadataDecoded ILOSTAT source notes, including reference-period and coverage qualificationsBlank/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: data/derived/statistics/global_employment_latest.csv

Download SHA-256: da15181472915aeca0f59e81fe38ef642b38bea4c8ac98e713ffc483093a319d

Component-specific source terms apply. Read the attribution and reuse terms. Missing values retain the source meaning; a zero does not override an explicit publication status.

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