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

Global availability

Missing source coverage is not zero occupation coverage

250rows
40fields
250geography identifiers
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What one row represents

country or area

Units: Source availability and latest observed support

Data preview

First 8 rows of 250. Choose the columns to inspect; the download includes every field.

Choose preview columns (40 available)
Country codecountryTwo-letter codeiso2UN country or area nameun_country_nameRegionregionSubregionsubregionUN M49 codem49
AFGAFAfghanistanAsiaSouthern Asia4
ALBALAlbaniaEuropeSouthern Europe8
DZADZAlgeriaAfricaNorthern Africa12
ASMASAmerican SamoaOceaniaPolynesia16
ANDADAndorraEuropeSouthern Europe20
AGOAOAngolaAfricaSub-Saharan Africa24
AIAAIAnguillaAmericasLatin America and the Caribbean660
ATAAQAntarctica10

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
Two-letter codeiso2

ISO2 alias; Namibia NA must remain a literal identifier

Unit: identifier
UN country or area nameun_country_name

Original UNSD M49 country/area name

Unit: label
Regionregion

UNSD statistical region; empty for unassigned Antarctica

Unit: label
Subregionsubregion

UNSD statistical subregion where supplied

Unit: label
UN M49 codem49

UNSD numeric geographic code, preserve leading zeros

Unit: identifier
Name sourcename_source

Origin of the geographic name/code, distinguishing UNSD M49 entries from explicitly added source geographies

Unit: source metadata
Country or areacountry_name

Project display name; original provider name retained separately

Unit: label
Present in sourcesource_country_present

At least one country-level row in the pinned consumer releases

Unit: boolean
Published task evidencehas_published_tasks

At least one positive published numeric/text task cell in a supported period

Unit: boolean
Source observation windowscountry_periods

Distinct source observation starts with any country-level row in the pinned releases

Unit: count
Task observation windowstask_country_periods

Distinct observation starts with a positive published country task cell; periods without positive cells do not receive occupation panels

Unit: count
Source geography identifierssource_geo_ids

Semicolon-separated original provider geography aliases observed for this canonical registry code

Unit: identifier list
Evidence availabilityavailability_status

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Coverage notescope_note

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Country ISO3country_iso3

Canonical country or area code

Unit: identifier
Employment availableemployment_available

A compatible official occupation-employment panel was selected for the geography; does not establish usage data or complete occupation matching

Unit: boolean
Employment source tieremployment_source_tier

Selected employment provider, occupation detail and definition label; documents the finest-detail/recency policy and UK-specific route

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 occupation levelemployment_occupation_level

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

Unit: classification digits
Employment populationemployment_population

Population represented by the selected employment panel; source-specific universes are not harmonized by the join

Unit: source metadata
Employment age scopeemployment_age_scope

Age-coverage information from the selected employment panel; no universal working-age range is imposed

Unit: source metadata
Employment definitionemployment_definition

Employment concept retained from the selected source, including ICLS19 versus ICLS13/national or UK APS definitions

Unit: source metadata
Employment source datasetemployment_source_dataset

Provider dataset/indicator code for the selected employment panel, such as the ILOSTAT annual series, Eurostat LFS or UK APS218

Unit: identifier
Employment source notesemployment_source_notes

National source notes, including explicit ages or special annual-average conventions

Unit: source metadata
Employment indicator notesemployment_indicator_notes

Indicator/ICLS definition and source coverage notes

Unit: source metadata
Employment data age yearsemployment_data_age_years

2026 minus the first four digits of the selected employment reference period; a reference-year lag, not years since download

Unit: years
Earnings availableearnings_available

A public SES/ASHE earnings source is available under the documented selection; does not establish a harmonized wage bill or values for every occupation

Unit: boolean
Earnings source datasetearnings_source_dataset

Provider dataset code for the earnings input: Eurostat earn_ses22_14 or UK ASHE14 under the current selection

Unit: identifier
Earnings periodearnings_period

Reference year of the earnings survey used for the pay-weighting proxy, separate from employment and Claude dates

Unit: source period
Earnings occupation levelearnings_occupation_level

Published earnings detail used: ISCO08 major group for SES or UK SOC2020 unit group for ASHE

Unit: classification digits
Reasonreason

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Ilostat other classification availableilostat_other_classification_available

Any occupation rows occur in the queried ILOSTAT series before the ISCO08 restriction; despite the field name, true alone does not prove an additional incompatible classification

Unit: boolean
Task join statustask_join_status

Explicit availability/quantity/source interpretation; do not infer missing values as zero

Unit: metadata
Task weighted result possibletask_weighted_result_possible

Positive published task data and a selected compatible employment panel both exist; eligibility for a join, not proof of complete score support

Unit: boolean
Latest task periodlatest_task_period

Most recent observation-window start with positive published task data for the geography

Unit: date
Published task cellspublished_task_cells

Number of positive published source task cells; original source-cell denominator

Unit: count
Published usage pct sumpublished_usage_pct_sum

Sum of positive published task shares before occupation expansion

Unit: percentage points
Positive occupationspositive_occupations

O*NET occupations with coverage greater than zero in the stated period; latest observed period in global availability

Unit: count
Zero occupationszero_occupations

O*NET occupations with zero published coverage in the stated period; underlying unobserved usage remains unknown

Unit: count
Technical provenance and reuse terms

Primary key: country

Source table: outputs/global_availability.csv

SHA-256: 89c62c242c2dca70d2ed1293d475c4faa562a676e4dbf5ff7c73e374b8e79f05

Source attribution and reuse terms · Machine-readable manifest