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

Direct occupation source

Only original numeric rows, including rounded zeros

34,253rows
11fields
121geography identifiers
CSV.gzcomplete download
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What one row represents

published country-month-occupation

Units: Source country usage percentage points

Data preview

First 8 rows of 34,253. Choose the columns to inspect; the download includes every field.

Choose preview columns (11 available)
Country codecountryObservation startdate_startObservation enddate_endO*NET codeonet_codeSource occupation titlesource_occupation_titleOccupation share pctoccupation_share_pct
AGO2026-04-012026-05-0115-1211.00Computer Systems Analysts2.37
AGO2026-04-012026-05-0115-1232.00Computer User Support Specialists2.09
AGO2026-04-012026-05-0115-1243.01Data Warehousing Specialists2.94
AGO2026-04-012026-05-0115-1251.00Computer Programmers2.47
AGO2026-04-012026-05-0115-1254.00Web Developers0.85
AGO2026-04-012026-05-0115-1255.00Web and Digital Interface Designers1.99
AGO2026-04-012026-05-0115-1299.03Document Management Specialists1.71
AGO2026-04-012026-05-0115-2021.00Mathematicians1.61

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
Observation enddate_end

Source observation-window end

Unit: date
O*NET codeonet_code

O*NET-SOC code; preserve punctuation and detail digits

Unit: identifier
Source occupation titlesource_occupation_title

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
Occupation share pctoccupation_share_pct

Raw source direct occupation share; blank if no published row

Unit: percentage points
Releaserelease

Pinned publisher release directory

Unit: version
Source filesource_file

Project-relative cached source-file path; raw caches are omitted from the public asset and can be downloaded by the recorded provider code

Unit: path
Published rowpublished_row

A numeric occupation row exists in the original source

Unit: boolean
Positive published rowpositive_published_row

Raw occupation share is strictly positive

Unit: boolean
Rounded zero rowrounded_zero_row

Published numeric source row displays zero

Unit: boolean
Technical provenance and reuse terms

Primary key: country,date_start,onet_code

Source table: outputs/evidence/direct_occupation_source.csv

SHA-256: 300392073caaa913e7f8d5fed0fbcf170c1e6f74d8491056a08f377adcd68390

Source attribution and reuse terms · Machine-readable manifest