Claude Occupation
EvidenceBy Fatih Kansoy
fatih.ai ↗
Mapped descriptors

ISCO occupation panel

ISCO1/2 aggregate directly from ISCO4

370,830rows
9fields
121country / area identifiers
CSV.gzcomplete download
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What one row represents

country-month-ISCO-route-level

Key: country,date_start,mapping_route,occupation_level,occupation_code
Units: Mean donor published-share fraction

Preview

First 8 rows. The download contains all 370,830 rows.

occupation_codemapped_occupation_shareavailable_isco4_groupscountrydate_startmapping_routeoccupation_levelquantityinterpretation
00.01AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
10.0001909157509157509430AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
20.000927999288689353891AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
30.000394270833333333480AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
40.000920679012345679227AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
50.000489102564102564236AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
60.014AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
70.063AGO2026-04-01all_typed1mean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers

Field dictionary

FieldUnitDefinitionMissingness
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
mapped_occupation_sharemean share fractionEqual available donor occupation shares, with ESCO/ISCO taxonomy means; not a probability-preserving allocationBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
available_isco4_groupssee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
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
date_startdateSource observation-window start, not retrieval dateBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
mapping_routecategoryPIAAC all_typed or exact_only ESCO-ISCO bridge, retaining unavailable-route support explicitlyBlank/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
quantitymetadataExplicit 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
interpretationmetadataExplicit 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

Provenance and reuse

Frozen source table: outputs/evidence/isco_occupation_panel.csv

Download SHA-256: e2354e28c73196dbd885323f2ff0f15ba5f934c226e3fcff9c9d0c24e741da00

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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