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

O*NET occupation panel

Absent raw values missing; zero published mass is not zero actual usage

216,905rows
20fields
121geography identifiers
CSV.gzcomplete download
Download complete table · 3.95 MBAll datasets

What one row represents

country-month-native occupation

Units: Raw source percentage points; explicitly named published mass in fractions

Data preview

First 8 rows of 216,905. Choose the columns to inspect; the download includes every field.

Choose preview columns (20 available)
Country codecountryObservation startdate_startO*NET codeonet_codeO*NET titleonet_titleN tasksn_tasksPublished taskspublished_tasks
AGO2026-04-0111-1011.00Chief Executives310
AGO2026-04-0111-1011.03Chief Sustainability Officers180
AGO2026-04-0111-1021.00General and Operations Managers170
AGO2026-04-0111-1031.00Legislators300
AGO2026-04-0111-2011.00Advertising and Promotions Managers300
AGO2026-04-0111-2021.00Marketing Managers200
AGO2026-04-0111-2022.00Sales Managers170
AGO2026-04-0111-2032.00Public Relations Managers200

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
O*NET codeonet_code

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

Unit: identifier
O*NET titleonet_title

Occupation title from the pinned O*NET catalogue

Unit: label
N tasksn_tasks

All task rows for occupation in pinned O*NET30.2 catalogue

Unit: count
Published taskspublished_tasks

Distinct matched occupation tasks with a positive published source cell

Unit: count
Coveragecoverage

Positive published matched tasks / all catalogue tasks of this O*NET occupation

Unit: fraction
Usage weighted intensityusage_weighted_intensity

Sum published country share fractions / all catalogue tasks

Unit: share fraction per task
Observation enddate_end

Source observation-window end

Unit: date
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
In task cataloguein_task_catalogue

Occupation has tasks in the pinned O*NET30.2 task catalogue

Unit: boolean
Source row statussource_row_status

published_positive / published_rounded_zero / not_published

Unit: category
Published occupation sharepublished_occupation_share

Direct occupation source share/100; absent source row has zero published mass and unknown actual use

Unit: fraction
Actual usage if unpublishedactual_usage_if_unpublished

Unknown; zero published mass is not an actual-use imputation

Unit: status
Technical provenance and reuse terms

Primary key: country,date_start,onet_code

Source table: outputs/evidence/onet_occupation_panel.csv

SHA-256: a43bf946139dda608fec1ee40e270c515e9e2c2bf28cef34f036e4baa73ed511

Source attribution and reuse terms · Machine-readable manifest