Fatih Kansoy

Projects · AI Use and Occupations · Occupation evidence

Direct occupation source

Only original numeric rows, including rounded zeros

Observations
April and May 2026
Source
Anthropic Economic Index
Project pages
34,253rows
11fields
121geography identifiers
CSV.gzcomplete download

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)
Direct occupation source · first 8 of 34,253 rows
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