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

Geography support

Post-review thresholds; missing May facet grade D

250rows
62fields
250geography identifiers
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What one row represents

registry geography

Units: Reporting grades and observed support

Data preview

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

Choose preview columns (62 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
Observation startdate_start

Source observation-window start, not retrieval date

Unit: date
Observation enddate_end

Source observation-window end

Unit: date
Releaserelease

Pinned publisher release directory

Unit: version
Sample kindsample_kind

One-week snapshot or calendar month; not a harmonized frequency panel

Unit: category
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
Residual usage pctresidual_usage_pct

100 minus summed published task shares; combines missing/unclassified/rounding mass

Unit: percentage points
Source numeric task cellssource_numeric_task_cells

Modern published numeric task rows, including rounded zero shares

Unit: count
Source zero share task cellssource_zero_share_task_cells

Modern numeric task rows whose displayed share equals zero

Unit: count
Residual rounding low pctresidual_rounding_low_pct

Residual lower sensitivity accounting for all numeric modern cells, including zeros

Unit: percentage points
Residual rounding high pctresidual_rounding_high_pct

Residual upper sensitivity accounting for positive modern cells and nonnegative actual shares

Unit: percentage points
Current O*NET matched cellscurrent_onet_matched_cells

Positive source task cells with at least one current O*NET task under the primary bridge; each source cell counted once

Unit: count
Current O*NET matched usage pctcurrent_onet_matched_usage_pct

Sum of published shares for positive source cells matched by the primary bridge, counted once before occupation expansion

Unit: percentage points
Strict id matched cellsstrict_id_matched_cells

Positive source cells matched by strict legacy task ID, or by the directly published task ID in monthly data

Unit: count
Strict id matched usage pctstrict_id_matched_usage_pct

Published share sum of strict legacy-ID matches, or direct published-ID matches in monthly data

Unit: percentage points
Exact current text matched cellsexact_current_text_matched_cells

Positive historical source cells with an exact normalized current-text candidate, including cells also matched by strict ID; zero in monthly files where this route is unused

Unit: count
Exact current text matched usage pctexact_current_text_matched_usage_pct

Historical published share sum with an exact current-text candidate; a separate overlapping diagnostic, not additional mass beyond the strict route

Unit: percentage points
Fallback added cellsfallback_added_cells

Positive historical source cells assigned a current task by exact text only because no strict legacy-ID match survived

Unit: count
Fallback added usage pctfallback_added_usage_pct

Published share sum of source cells newly matched by the primary exact-text fallback; each source cell counted once

Unit: percentage points
Multiple primary task id cellsmultiple_primary_task_id_cells

Positive source cells assigned more than one distinct current task ID by the selected primary bridge

Unit: count
Minimum published pctminimum_published_pct

Smallest strictly positive task share displayed for this country-period; not an inferred disclosure-count threshold

Unit: percentage points
Country count availablecountry_count_available

Source edition supplies country task counts in the weekly schema; false for monthly country-share files; this is not a numerical country count

Unit: boolean
Bridge methodbridge_method

Published numeric task ID or explicit historical bridge rule

Unit: category
Published occupation share pctpublished_occupation_share_pct

Sum of numeric direct occupation source shares before any mapping

Unit: percentage points
Positive occupation cellspositive_occupation_cells

Source occupation rows with value strictly above zero

Unit: count
Numeric occupation cellsnumeric_occupation_cells

All numeric published occupation rows, including displayed zeros

Unit: count
Rounded zero occupation cellsrounded_zero_occupation_cells

Published occupation rows rounded to zero

Unit: count
Occupation mass rounding low pctoccupation_mass_rounding_low_pct

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 mass rounding high pctoccupation_mass_rounding_high_pct

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 residual pctoccupation_residual_pct

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
Usage share global pctusage_share_global_pct

Published share of global consumer usage for this country and period

Unit: percentage points
Anthropic usage indexanthropic_usage_index

Usage share divided by working-age population share; 1 means proportional, not universal adoption

Unit: index
Occupation minus task mass pctoccupation_minus_task_mass_pct

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
Occupations with positive tasksoccupations_with_positive_tasks

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
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
Matched employment fractionmatched_employment_fraction

Employment in scored statistical groups / official employment total; rounding can slightly exceed one

Unit: fraction
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
Monthly occupation windowsmonthly_occupation_windows

Calendar months with published direct occupation evidence

Unit: count
Employment year for gradeemployment_year_for_grade

First four digits of source period, preserving rolling-year labels in employment_period

Unit: year
Recent detailed employmentrecent_detailed_employment

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
Strong publication supportstrong_publication_support

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
Moderate publication supportmoderate_publication_support

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
Support gradesupport_grade

A/B/C/D reporting support from explicit post-review thresholds; not a validated quality scale

Unit: category
Europe focuseurope_focus

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
Headline scopeheadline_scope

European core / four supported comparators / inventory or contextual evidence

Unit: category
Support rule notesupport_rule_note

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
Technical provenance and reuse terms

Primary key: country

Source table: outputs/evidence/geography_support.csv

SHA-256: 0ad14ca2a57322342cbf7870ed38781b5907e2bb208452d5b4fe1e8548290891

Source attribution and reuse terms · Machine-readable manifest