Fatih Kansoy

Projects · AI Use and Occupations · Country context

Global availability

Missing source coverage is not zero occupation coverage

Observations
April and May 2026
Source
Anthropic Economic Index
Project pages
250rows
40fields
250geography identifiers
CSVcomplete download

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)
Global availability · first 8 of 250 rows
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