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

ESCO occupation panel

Semantic mean, not conversation allocation

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

What one row represents

country-month-ESCO-route

Units: Mean donor published-share fraction

Data preview

First 8 rows of 1,572,385. Choose the columns to inspect; the download includes every field.

Choose preview columns (11 available)
ESCO uriesco_uriIsco4isco4Mapped occupation sharemapped_occupation_shareDonor linksdonor_linksScored donorsscored_donorsPublished donorspublished_donors
http://data.europa.eu/esco/occupation/00030d09-2b3a-4efd-87cc-c4ea39d27c3426540.0220
http://data.europa.eu/esco/occupation/000e93a3-d956-4e45-aacb-f12c83fedf8481210.0330
http://data.europa.eu/esco/occupation/0019b951-c699-4191-8208-9822882d150c75430.011False
http://data.europa.eu/esco/occupation/002da35b-7808-43f3-83bf-63596b8b351f24310.011False
http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c32120.0440
http://data.europa.eu/esco/occupation/00634fc4-802a-461b-8af0-499273756f9931160.011False
http://data.europa.eu/esco/occupation/00674f21-2f8f-4a41-9896-133f7cbe2a6e53120.009000000000000001221
http://data.europa.eu/esco/occupation/006cc1f9-2841-41c3-991a-dc3f2f3bd53322640.0330

Field definitions

Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

ESCO uriesco_uri

ESCO occupation URI; group nodes are not leaf occupations

Unit: identifier
Isco4isco4

Four-digit ISCO08 group; preserve leading zeros

Unit: identifier
Mapped occupation sharemapped_occupation_share

Equal available donor occupation shares, with ESCO/ISCO taxonomy means; not a probability-preserving allocation

Unit: mean share fraction
Donor linksdonor_links

Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition

Unit: see method/source
Scored donorsscored_donors

Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition

Unit: see method/source
Published donorspublished_donors

Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition

Unit: see method/source
Country codecountry

Canonical ISO3 or explicitly labelled additional source geography

Unit: identifier
Observation startdate_start

Source observation-window start, not retrieval date

Unit: date
Mapping routemapping_route

PIAAC all_typed or exact_only ESCO-ISCO bridge, retaining unavailable-route support explicitly

Unit: category
Quantityquantity

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Interpretationinterpretation

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Technical provenance and reuse terms

Primary key: country,date_start,mapping_route,esco_uri,isco4

Source table: outputs/evidence/esco_occupation_panel.csv

SHA-256: b0314c19c1787660fc5d69031f6113a819a54b3efedf0700ccd9e506e122028e

Source attribution and reuse terms · Machine-readable manifest