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

Mapping correlation distribution

Common occupation counts and country counts are distinct

12rows
9fields
0geography identifiers
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What one row represents

scope-measure-alternative

Units: Percentiles of country rank correlations

Data preview

First 8 rows of 12. Choose the columns to inspect; the download includes every field.

Choose preview columns (9 available)
ScopescopeMeasuremeasureAlternative routealternative_routeCountriescountriesMedian spearmanmedian_spearmanP10 spearmanp10_spearman
all_Maydirect_occupation_shareexact1210.74404853682595520.6966560638263093
all_Maydirect_occupation_shareexact_narrow1210.74559405471667760.6968738308005177
all_Maydirect_occupation_shareuntyped1210.83412208934619350.7494648211073065
all_Maytask_coverageexact1210.71118654841883270.6319146444732493
all_Maytask_coverageexact_narrow1210.71634244488633360.654157802304817
all_Maytask_coverageuntyped1210.81183594900062680.6713712003594418
European_coredirect_occupation_shareexact110.82167793934472620.802229449763027
European_coredirect_occupation_shareexact_narrow110.81747756797706550.8044664265453079

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
Measuremeasure

Named coverage/intensity specification; generic mapped tables also carry the published_task_coverage_proxy family label; consult quantity for units

Unit: measure identifier
Alternative routealternative_route

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
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,measure,alternative_route

Source table: outputs/evidence/mapping_correlation_distribution.csv

SHA-256: cec92f7a26a9062504401beffa58098dab48b320ccb21c253ac6c9f5d84b6a47

Source attribution and reuse terms · Machine-readable manifest