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

PIAAC across occupation summary

All finite coefficients included regardless of sign/review status

84rows
9fields
0geography identifiers
CSVcomplete download
Download complete table · 0.01 MBAll datasets

What one row represents

survey domain-specification-level

Units: Country means/medians of rank correlations; occupation counts

Data preview

First 8 rows of 84. Choose the columns to inspect; the download includes every field.

Choose preview columns (9 available)
Occupation leveloccupation_levelDomaindomainOutcomeoutcomeO*NET profileonet_profileSurvey geographiessurvey_geographiesMean spearmanmean_spearman
1analysisweighted_at_least_weekly_sharecatalogue_task_share220.8952184179456907
1analysisweighted_at_least_weekly_sharemapped_task_share220.8952184179456907
1analysisweighted_daily_sharecatalogue_task_share220.7673356946084219
1analysisweighted_daily_sharemapped_task_share220.7673356946084219
1communicationweighted_at_least_weekly_sharecatalogue_task_share220.668486816214089
1communicationweighted_at_least_weekly_sharemapped_task_share220.668486816214089
1communicationweighted_daily_sharecatalogue_task_share220.7116587957497049
1communicationweighted_daily_sharemapped_task_share220.7116587957497049

Field definitions

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

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
Domaindomain

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
Outcomeoutcome

Survey profile compared: final-weighted weekly-use share (responses 4/5) or daily-use share (response 5), averaged across complete-case domain questions

Unit: category
O*NET profileonet_profile

Catalogue_task_share uses all occupation tasks as denominator; mapped_task_share uses tasks with a GWA link; neither denominator is time use

Unit: category
Survey geographiessurvey_geographies

Distinct survey scopes with finite domain-specific occupation correlations

Unit: count
Mean spearmanmean_spearman

Unweighted mean of finite within-country across-occupation coefficients

Unit: correlation
Median spearmanmedian_spearman

Median of finite within-country coefficients

Unit: correlation
Min occupationsmin_occupations

Smallest occupational sample across survey coefficients

Unit: count
Max occupationsmax_occupations

Largest occupational sample across survey coefficients

Unit: count
Technical provenance and reuse terms

Primary key: occupation_level,domain,outcome,onet_profile

Source table: outputs/evidence/piaac_across_occupation_summary.csv

SHA-256: 9fa2f79967fea9ef366f6356562a52e3393a92aa34d2e87790ef21342686190f

Source attribution and reuse terms · Machine-readable manifest