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

PIAAC country source inventory

England/Flanders scopes retained; no respondent records

250rows
23fields
250geography identifiers
CSVcomplete download
Download complete table · 0.05 MBAll datasets

What one row represents

registry country or area

Units: Source/variable/sample availability

Data preview

First 8 rows of 250. Choose the columns to inspect; the download includes every field.

Choose preview columns (23 available)
Country ISO3country_iso3Country or areacountry_nameGeographic scopegeographic_scopePuf cyclepuf_cycleSource urlsource_urlSource indexsource_index
ABWArubaAruba2https://webfs.oecd.org/piaac/index.html
AFGAfghanistanAfghanistan2https://webfs.oecd.org/piaac/index.html
AGOAngolaAngola2https://webfs.oecd.org/piaac/index.html
AIAAnguillaAnguilla2https://webfs.oecd.org/piaac/index.html
ALAÅland IslandsÅland Islands2https://webfs.oecd.org/piaac/index.html
ALBAlbaniaAlbania2https://webfs.oecd.org/piaac/index.html
ANDAndorraAndorra2https://webfs.oecd.org/piaac/index.html
AREUnited Arab EmiratesUnited Arab Emirates2https://webfs.oecd.org/piaac/index.html

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
Country or areacountry_name

Project display name; original provider name retained separately

Unit: label
Geographic scopegeographic_scope

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

Unit: label
Puf cyclepuf_cycle

PIAAC survey-cycle identifier; 2 for the files used here

Unit: survey cycle
Source urlsource_url

Original provider download URL for the recorded source file

Unit: URL
Source indexsource_index

Official OECD file-index page used to discover the linked Cycle2 PUF download

Unit: URL
Source filesource_file

Project-relative cached source-file path; raw caches are omitted from the public asset and can be downloaded by the recorded provider code

Unit: path
Source formatsource_format

Provider file format: CSV or source-identified revised CSV ZIP

Unit: category
Download statusdownload_status

Linked-source retrieval status or explicit pending/unlinked PUF reason; unavailable files are not substituted

Unit: category
Registry moderegistry_mode

Whether the PIAAC source inventory uses the complete project registry or the explicit standalone linked-PUF fallback

Unit: category
Source termssource_terms

PIAAC-specific access/reporting conditions governing the respondent PUF; no public redistribution is implied

Unit: URL
Bytesbytes

Size of the downloaded PUF file as stored, including compressed ZIP size where that is the source format

Unit: bytes
Source sha256source_sha256

Cryptographic identifier of the named input, request or protocol bytes; provenance evidence, not a statistical quantity

Unit: SHA256
Respondentsrespondents

All respondent rows in the downloaded PIAAC PUF before employment and final-weight selection; not the represented population

Unit: count
Employed respondentsemployed_respondents

PIAAC respondents with C2_D05=1 and a finite positive SPFWT0 final weight; zero can reflect suppressed employment status, not zero employment in the population

Unit: count
Excluded invalid final weightexcluded_invalid_final_weight

PIAAC rows satisfying C2_D05=1 removed because SPFWT0 is missing, nonfinite or nonpositive

Unit: count
Replicate weight columnsreplicate_weight_columns

PIAAC SPFWT1 through SPFWT80 columns found in the source header; inventory only, not a variance calculation

Unit: count
Replicate variance usedreplicate_variance_used

Whether replicate-weight design variance enters the calculation; false for this descriptive PIAAC implementation

Unit: boolean
Missing selected columnsmissing_selected_columns

Semicolon-separated required PIAAC fields absent from the source header; absence is preserved as missing values

Unit: column-name list
Employment selection statusemployment_selection_status

Whether PIAAC employment-status and valid-weight selection yields an eligible sample; no sample does not establish zero national employment

Unit: category
Finest native ISCO levelfinest_native_isco_level

Finest valid native PIAAC occupation detail among 1,2,4 after sample selection; zero means none, without allocating coarse responses to fine groups

Unit: classification digits
Native isco4 isco2 prefix conflictsnative_isco4_isco2_prefix_conflicts

Eligible survey respondents with valid ISCO4 and ISCO2 codes whose first two ISCO4 digits differ from the native ISCO2 response

Unit: count
Archive memberarchive_member

CSV member read inside the source PUF ZIP; blank for an uncompressed CSV source

Unit: path
Technical provenance and reuse terms

Primary key: country_iso3

Source table: data/derived/statistics/piaac_country_source_inventory.csv

SHA-256: 541e02521a4f1c1f803888e6a5bd2a8002111bccdde59ac29573a02556ee677d

Source attribution and reuse terms · Machine-readable manifest