Fatih Kansoy

Projects · AI Use and Occupations · Mapped descriptors

ESCO occupation panel

Semantic mean, not conversation allocation

Observations
April and May 2026
Source
Anthropic Economic Index
Project pages
1,572,385rows
11fields
121geography identifiers
CSV.gzcomplete download

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 occupation panel · first 8 of 1,572,385 rows
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-c699-4191-8208-9822882d150c75430.011No
http://data.europa.eu/esco/occupation/002da35b-7808-43f3-83bf-63596b8b351f24310.011No
http://data.europa.eu/esco/occupation/0044c991-c26f-4261-a213-4bd1c0564a4c32120.0440
http://data.europa.eu/esco/occupation/00634fc4-802a-461b-8af0-499273756f9931160.011No
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