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

Global employment latest

Source year/detail/age/flags retained; national classifications not silently relabelled

7,490rows
34fields
182geography identifiers
CSV.gzcomplete download
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What one row represents

official country-occupation-source panel

Units: Employed persons; source-specific population and ICLS

Data preview

First 8 rows of 7,490. Choose the columns to inspect; the download includes every field.

Choose preview columns (34 available)
Country ISO3country_iso3PeriodperiodClassificationclassificationOccupation codeoccupation_codeOccupation leveloccupation_levelOccupation titleoccupation_title
BEL2025ISCO08TOTAL0Total
BGR2025ISCO08TOTAL0Total
CZE2025ISCO08TOTAL0Total
DNK2025ISCO08TOTAL0Total
DEU2025ISCO08TOTAL0Total
EST2025ISCO08TOTAL0Total
IRL2025ISCO08TOTAL0Total
GRC2025ISCO08TOTAL0Total

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 ISO3country_iso3

Canonical country or area code

Unit: identifier
Periodperiod

Official reference year or source period identifier; survey profiles use 2022-2023 and UK APS uses the end month of its rolling year

Unit: source period
Classificationclassification

Occupation taxonomy used for this source or comparison; official employment retains ISCO08/SOC2020, while sensitivity tables identify their mapped taxonomy

Unit: category
Occupation codeoccupation_code

Occupation code in the stated classification and detail; preserve leading zeros and explicit TOTAL/UNK/nonresponse categories

Unit: identifier
Occupation leveloccupation_level

Number of digits in the native occupation code; zero marks total/unknown source categories, or the country total in survey profiles

Unit: classification digits
Occupation titleoccupation_title

Published occupation label from the retained statistical classification/source

Unit: label
Is totalis_total

True only for the official published total row; unknown/nonresponse categories are separate

Unit: boolean
Employmentemployment

Official source employment: persons in survey tables, jobs in the US National Employment Matrix; source population and period retained

Unit: source employment count
Unitunit

Recorded unit of the transformed statistical value; employment tables use persons

Unit: unit label
Flagsflags

Provider status codes on the statistical observation, retained without converting suppression or missingness to zero

Unit: source quality codes
Populationpopulation

Statistical universe covered by the official source, including employment/employee, residency and definition qualifications

Unit: source metadata
Source datasetsource_dataset

Provider dataset/indicator code identifying the original statistical collection

Unit: identifier
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
Source tiersource_tier

Selected provider, occupation classification/detail and ICLS definition; documents source selection rather than a statistical weight

Unit: category
Age scopeage_scope

Retained age-coverage restriction, or an explicit statement that the retrieved source notes do not specify an age limit

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
Selected occupation levelselected_occupation_level

Chosen source-panel detail used for employment joins, retained even on total and unknown-category rows

Unit: classification digits
Source row presentsource_row_present

True for an observed provider occupation row; false for a missing-category row inserted with employment left unavailable

Unit: boolean
Period labelperiod_label

Provider-readable reference-period label, including the UK APS rolling-year span

Unit: source period
Employment typeemployment_type

UK APS all_employed versus employee selection; employee rows support the separate ASHE earnings proxy

Unit: category
Confidence interval half widthconfidence_interval_half_width

Published Nomis confidence measure 20701, retained as the APS employment interval half-width; source quality flags are separate and this is not mapping uncertainty

Unit: persons
Flag descriptionflag_description

Decoded meaning of the observation quality/status flag, or explicit absent-row reason

Unit: source metadata
Confidence flagsconfidence_flags

Nomis status codes on the separately published employment confidence measure

Unit: source quality codes
Source codesource_code

ILOSTAT identifier of the underlying national statistical source selected by its best-source API

Unit: identifier
Source labelsource_label

Decoded name of the underlying statistical source associated with source_code

Unit: label
Source occupation codesource_occupation_code

Original provider occupation code before removal of classification prefixes and explicit unknown-code normalization

Unit: identifier
Source unitsource_unit

Unit of the original provider values before project conversion; ILOSTAT employment is published in thousands and converted to persons

Unit: source unit
API selectionapi_selection

Recorded ILOSTAT API request parameters, including annual frequency, total sex and best-source selection

Unit: source metadata
Note classifnote_classif

Original ILOSTAT occupation/classification note identifiers; decoded text is in note_classif_label

Unit: source note codes
Note indicatornote_indicator

Original ILOSTAT indicator-definition note identifiers; decoded text is in note_indicator_label

Unit: source note codes
Note sourcenote_source

Original ILOSTAT national-source note identifiers; decoded text is in note_source_label

Unit: source note codes
Note classif labelnote_classif_label

Decoded ILOSTAT classification notes, preserving source-specific coverage statements

Unit: source metadata
Note indicator labelnote_indicator_label

Decoded ILOSTAT indicator notes, including employment-definition qualifications

Unit: source metadata
Note source labelnote_source_label

Decoded ILOSTAT source notes, including reference-period and coverage qualifications

Unit: source metadata
Technical provenance and reuse terms

Primary key: country_iso3,occupation_code

Source table: data/derived/statistics/global_employment_latest.csv

SHA-256: da15181472915aeca0f59e81fe38ef642b38bea4c8ac98e713ffc483093a319d

Source attribution and reuse terms · Machine-readable manifest