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

Mapped weighted summary

UK ONS lexical route; US excluded in favour of native BLS

868rows
11fields
112geography identifiers
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What one row represents

country-month-route

Units: Conditional employment-weighted donor-share mean

Data preview

First 8 rows of 868. Choose the columns to inspect; the download includes every field.

Choose preview columns (11 available)
Country codecountryObservation startdate_startMapping routemapping_routeEmployment periodemployment_periodEmployment sourceemployment_sourceEmployment occupation levelemployment_occupation_level
AGO2026-04-01all_typed2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-04-01exact2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-04-01exact_narrow2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-04-01untyped2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-05-01all_typed2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-05-01exact2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-05-01exact_narrow2025EMP_5EMP_SEX_OC2_NB_A2
AGO2026-05-01untyped2025EMP_5EMP_SEX_OC2_NB_A2

Field definitions

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

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
Employment periodemployment_period

Reference period of the selected employment statistics; distinct from the Claude observation dates and source retrieval date

Unit: source period
Employment sourceemployment_source

Retained official source attribute; definitions/periods are not harmonized across countries; see docs/country_statistics.md

Unit: source metadata
Employment occupation levelemployment_occupation_level

Occupation detail used by the selected employment panel: ISCO08 one/two digits or UK SOC2020 four digits

Unit: classification digits
Weighted mapped shareweighted_mapped_share

Employment-weighted mean of mapped donor shares on supported occupation groups

Unit: mean share fraction
Matched employment fractionmatched_employment_fraction

Employment in scored statistical groups / official employment total; rounding can slightly exceed one

Unit: fraction
N matched groupsn_matched_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
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

Source table: outputs/evidence/mapped_weighted_summary.csv

SHA-256: 9d53302cedf491ff76e7b38460b8c7856a293389f3bfd5f012c3ac15c7e4ee5a

Source attribution and reuse terms · Machine-readable manifest