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

ISCO occupation panel

ISCO1/2 aggregate directly from ISCO4

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

country-month-ISCO-route-level

Units: Mean donor published-share fraction

Data preview

First 8 rows of 370,830. Choose the columns to inspect; the download includes every field.

Choose preview columns (9 available)
Occupation codeoccupation_codeMapped occupation sharemapped_occupation_shareAvailable isco4 groupsavailable_isco4_groupsCountry codecountryObservation startdate_startMapping routemapping_route
00.01AGO2026-04-01all_typed
10.0001909157509157509430AGO2026-04-01all_typed
20.000927999288689353891AGO2026-04-01all_typed
30.000394270833333333480AGO2026-04-01all_typed
40.000920679012345679227AGO2026-04-01all_typed
50.000489102564102564236AGO2026-04-01all_typed
60.014AGO2026-04-01all_typed
70.063AGO2026-04-01all_typed

Field definitions

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

Occupation codeoccupation_code

Occupation code in the stated classification and detail; preserve leading zeros and explicit TOTAL/UNK/nonresponse categories

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
Available isco4 groupsavailable_isco4_groups

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
Occupation leveloccupation_level

Number of digits in the native occupation code; zero marks total/unknown source categories, or the country total in survey profiles

Unit: classification digits
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,occupation_level,occupation_code

Source table: outputs/evidence/isco_occupation_panel.csv

SHA-256: e2354e28c73196dbd885323f2ff0f15ba5f934c226e3fcff9c9d0c24e741da00

Source attribution and reuse terms · Machine-readable manifest