Claude Occupation
EvidenceBy Fatih Kansoy
fatih.ai ↗
Mapped descriptors

ESCO occupation panel

Semantic mean, not conversation allocation

1,572,385rows
11fields
121country / area identifiers
CSV.gzcomplete download
Download complete table · 40.54 MBAll datasets

What one row represents

country-month-ESCO-route

Key: country,date_start,mapping_route,esco_uri,isco4
Units: Mean donor published-share fraction

Preview

First 8 rows. The download contains all 1,572,385 rows.

esco_uriisco4mapped_occupation_sharedonor_linksscored_donorspublished_donorscountrydate_startmapping_routequantityinterpretation
http://data.europa.eu/esco/occupation/00030d09-2b3a-4efd-87cc-c4ea39d27c3426540.0220AGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/000e93a3-d956-4e45-aacb-f12c83fedf8481210.0330AGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/0019b951-c699-4191-8208-9822882d150c75430.011FalseAGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/002da35b-7808-43f3-83bf-63596b8b351f24310.011FalseAGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c32120.0440AGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/00634fc4-802a-461b-8af0-499273756f9931160.011FalseAGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/00674f21-2f8f-4a41-9896-133f7cbe2a6e53120.009000000000000001221AGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers
http://data.europa.eu/esco/occupation/006cc1f9-2841-41c3-991a-dc3f2f3bd53322640.0330AGO2026-04-01all_typedmean_donor_published_occupation_share_fractionSemantic donor mean; not an allocated share of national conversations or workers

Field dictionary

FieldUnitDefinitionMissingness
esco_uriidentifierESCO occupation URI; group nodes are not leaf occupationsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
isco4identifierFour-digit ISCO08 group; preserve leading zerosBlank/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
donor_linkssee 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
scored_donorssee 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
published_donorssee 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
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/esco_occupation_panel.csv

Download SHA-256: b0314c19c1787660fc5d69031f6113a819a54b3efedf0700ccd9e506e122028e

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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