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

Comparator distribution

Unlike constructs; no calibration or cardinal subtraction

24rows
9fields
0geography identifiers
CSVcomplete download
Download complete table · 0.00 MBAll datasets

What one row represents

scope-descriptor-comparator

Units: Percentiles of country rank correlations

Data preview

First 8 rows of 24. Choose the columns to inspect; the download includes every field.

Choose preview columns (9 available)
ScopescopeFamilyfamilyTheoretical measuretheoretical_measureCountriescountriesMedian spearmanmedian_spearmanP10 spearmanp10_spearman
all_Maydirect_occupation_shareeloundou_gpt4_beta1210.54144774473244430.3425797814951087
all_Maydirect_occupation_shareeloundou_human_beta1210.59673307077719140.34927314366505047
all_Maydirect_occupation_sharefelten_aioe1210.54295961997692230.29047582459842497
all_Maydirect_occupation_sharefelten_language_aioe1210.55145650898307750.2857445297055945
all_Maydirect_occupation_shareilo_mean_theoretical_exposure1210.53775269695405810.3197451451967974
all_Maydirect_occupation_shareoecd_exposure121-0.04884149129472311-0.15280993980604896
all_Maytask_coverageeloundou_gpt4_beta1210.41850751104165870.2128808226378554
all_Maytask_coverageeloundou_human_beta1210.48083222449385840.2311302188235887

Field definitions

Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

Scopescope

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
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
Theoretical measuretheoretical_measure

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

Unit: measure identifier
Countriescountries

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
Median spearmanmedian_spearman

Median of finite within-country coefficients

Unit: correlation
P10 spearmanp10_spearman

10th percentile of finite country coefficients, not confidence lower bound

Unit: correlation
P90 spearmanp90_spearman

90th percentile of finite country coefficients, not confidence upper bound

Unit: correlation
Min common occupationsmin_common_occupations

Smallest common occupational sample across included coefficients

Unit: count
Max common occupationsmax_common_occupations

Largest common occupational sample across included coefficients

Unit: count
Technical provenance and reuse terms

Primary key: scope,family,theoretical_measure

Source table: outputs/evidence/comparator_distribution.csv

SHA-256: 712c0507d64440decdda41d4eed089bf40d59e8897533130ab938bdb96c3f875

Source attribution and reuse terms · Machine-readable manifest