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

Occupation comparator correlations

Aggregate correlations only; restricted source vectors omitted

1,410rows
7fields
121geography identifiers
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What one row represents

country-month-construct comparison

Units: Spearman and common occupation count

Data preview

First 8 rows of 1,410. Choose the columns to inspect; the download includes every field.

Choose preview columns (7 available)
Country codecountryObservation startdate_startUsage measureusage_measureTheoretical measuretheoretical_measureN commonn_commonSpearmanspearman
AGO2026-04-01direct_occupation_share_all_typedeloundou_gpt4_beta4120.3209755199276964
AGO2026-04-01direct_occupation_share_all_typedeloundou_human_beta4120.320092903764439
AGO2026-04-01direct_occupation_share_all_typedfelten_aioe4110.25806439800574454
AGO2026-04-01direct_occupation_share_all_typedfelten_language_aioe4110.25640752190765065
AGO2026-04-01direct_occupation_share_all_typedoecd_exposure411-0.00685385958232435
AGO2026-04-01direct_occupation_share_all_typedilo_mean_theoretical_exposure4060.28730920299190166
AGO2026-05-01direct_occupation_share_all_typedeloundou_gpt4_beta4120.3572331905869982
AGO2026-05-01direct_occupation_share_all_typedeloundou_human_beta4120.3642324412700675

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
Usage measureusage_measure

Published-task coverage route compared with the theoretical occupation index

Unit: measure identifier
Theoretical measuretheoretical_measure

ILO, OECD, Eloundou or Felten theoretical-exposure column used on the common occupation sample; different constructs and scales

Unit: measure identifier
N commonn_common

Occupation pairs with nonmissing values in both compared measures

Unit: count
Spearmanspearman

Pearson correlation of average ranks on the stated common sample

Unit: correlation
Familyfamily

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,date_start,usage_measure,theoretical_measure

Source table: outputs/evidence/occupation_comparator_correlations.csv

SHA-256: 34fbb87ee4f7212ddbc4a6664e5198872648814630ac3e1388d8127bc3e70e09

Source attribution and reuse terms · Machine-readable manifest