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

PIAAC detailed country results

Retains full outcome/profile variants

112rows
12fields
2geography identifiers
CSVcomplete download
Download complete table · 0.02 MBAll datasets

What one row represents

France/Spain activity-domain specification

Units: Spearman and common occupation count

Data preview

First 8 rows of 112. Choose the columns to inspect; the download includes every field.

Choose preview columns (12 available)
Country ISO3country_iso3Geographic scopegeographic_scopeOccupation leveloccupation_levelDomaindomainMapping routemapping_routeOutcomeoutcome
ESPSpain4analysisall_typedweighted_at_least_weekly_share
ESPSpain4analysisall_typedweighted_at_least_weekly_share
ESPSpain4analysisall_typedweighted_daily_share
ESPSpain4analysisall_typedweighted_daily_share
ESPSpain4analysisexact_onlyweighted_at_least_weekly_share
ESPSpain4analysisexact_onlyweighted_at_least_weekly_share
ESPSpain4analysisexact_onlyweighted_daily_share
ESPSpain4analysisexact_onlyweighted_daily_share

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
Geographic scopegeographic_scope

Actual survey geography; GBR means England and BEL means Flanders, not the entire corresponding country

Unit: label
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
Mapping routemapping_route

PIAAC all_typed or exact_only ESCO-ISCO bridge, retaining unavailable-route support explicitly

Unit: category
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
Spearmanspearman

Pearson correlation of average ranks on the stated common sample

Unit: correlation
Statusstatus

PIAAC comparison status: descriptive association, below-threshold review, constant profile or insufficient common support; no scientific certification

Unit: category
Compared occupationscompared_occupations

Common occupation groups entering one rank correlation

Unit: count
Variance scopevariance_scope

Descriptive point estimates without replicate-weight design confidence intervals or p-values

Unit: category
Protocol sha256protocol_sha256

Frozen PIAAC protocol identifier; not a statistical estimate

Unit: SHA256
Technical provenance and reuse terms

Primary key: country_iso3,occupation_level,domain,mapping_route,outcome,onet_profile

Source table: outputs/evidence/piaac_detailed_country_results.csv

SHA-256: f70f650c4d3c1e2719997f123225dd9002503a872fbea59ba3424487786a2150

Source attribution and reuse terms · Machine-readable manifest