Claude Occupation
EvidenceBy Fatih Kansoy
fatih.ai ↗
Mapped descriptors

Mapped weighted summary

UK ONS lexical route; US excluded in favour of native BLS

868rows
11fields
112country / area identifiers
CSVcomplete download
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What one row represents

country-month-route

Key: country,date_start,mapping_route
Units: Conditional employment-weighted donor-share mean

Preview

First 8 rows. The download contains all 868 rows.

countrydate_startmapping_routeemployment_periodemployment_sourceemployment_occupation_levelweighted_mapped_sharematched_employment_fractionn_matched_groupsquantityinterpretation
AGO2026-04-01all_typed2025EMP_5EMP_SEX_OC2_NB_A20.00046524837247389840.643388894597019140employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-04-01exact2025EMP_5EMP_SEX_OC2_NB_A20.00111069243646483040.623306492340889637employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-04-01exact_narrow2025EMP_5EMP_SEX_OC2_NB_A20.00093824351702027010.623306492340889637employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-04-01untyped2025EMP_5EMP_SEX_OC2_NB_A20.00047499017649833860.65236404412714542employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-05-01all_typed2025EMP_5EMP_SEX_OC2_NB_A20.00058039182938851770.643388894597019140employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-05-01exact2025EMP_5EMP_SEX_OC2_NB_A20.0016020079736478460.623306492340889637employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-05-01exact_narrow2025EMP_5EMP_SEX_OC2_NB_A20.00133206233307899920.623306492340889637employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate
AGO2026-05-01untyped2025EMP_5EMP_SEX_OC2_NB_A20.00083432326687887840.65236404412714542employment_weighted_mean_donor_occupation_shareConditional descriptive mean; not a national usage rate

Field dictionary

FieldUnitDefinitionMissingness
countryidentifierCanonical ISO3 or explicitly labelled additional source geographyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
date_startdateSource observation-window start, not retrieval dateBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
mapping_routecategoryPIAAC all_typed or exact_only ESCO-ISCO bridge, retaining unavailable-route support explicitlyBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_periodsource periodReference period of the selected employment statistics; distinct from the Claude observation dates and source retrieval dateBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_sourcesource metadataRetained official source attribute; definitions/periods are not harmonized across countries; see docs/country_statistics.mdBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
employment_occupation_levelclassification digitsOccupation detail used by the selected employment panel: ISCO08 one/two digits or UK SOC2020 four digitsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
weighted_mapped_sharemean share fractionEmployment-weighted mean of mapped donor shares on supported occupation groupsBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
matched_employment_fractionfractionEmployment in scored statistical groups / official employment total; rounding can slightly exceed oneBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
n_matched_groupssee method/sourceField retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definitionBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
quantitymetadataExplicit availability/quantity/source interpretation; do not infer missing values as zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
interpretationmetadataExplicit availability/quantity/source interpretation; do not infer missing values as zeroBlank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning

Provenance and reuse

Frozen source table: outputs/evidence/mapped_weighted_summary.csv

Download SHA-256: 9d53302cedf491ff76e7b38460b8c7856a293389f3bfd5f012c3ac15c7e4ee5a

Component-specific source terms apply. Read the attribution and reuse terms. Missing values retain the source meaning; a zero does not override an explicit publication status.

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