Validation and sensitivity
Occupation comparator correlations
Aggregate correlations only; restricted source vectors omitted
1,410rows
7fields
121country / area identifiers
CSVcomplete download
What one row represents
country-month-construct comparison
Key: country,date_start,usage_measure,theoretical_measure
Units: Spearman and common occupation count
Preview
First 8 rows. The download contains all 1,410 rows.
| country | date_start | usage_measure | theoretical_measure | n_common | spearman | family |
|---|---|---|---|---|---|---|
| AGO | 2026-04-01 | direct_occupation_share_all_typed | eloundou_gpt4_beta | 412 | 0.3209755199276964 | direct_occupation_share |
| AGO | 2026-04-01 | direct_occupation_share_all_typed | eloundou_human_beta | 412 | 0.320092903764439 | direct_occupation_share |
| AGO | 2026-04-01 | direct_occupation_share_all_typed | felten_aioe | 411 | 0.25806439800574454 | direct_occupation_share |
| AGO | 2026-04-01 | direct_occupation_share_all_typed | felten_language_aioe | 411 | 0.25640752190765065 | direct_occupation_share |
| AGO | 2026-04-01 | direct_occupation_share_all_typed | oecd_exposure | 411 | -0.00685385958232435 | direct_occupation_share |
| AGO | 2026-04-01 | direct_occupation_share_all_typed | ilo_mean_theoretical_exposure | 406 | 0.28730920299190166 | direct_occupation_share |
| AGO | 2026-05-01 | direct_occupation_share_all_typed | eloundou_gpt4_beta | 412 | 0.3572331905869982 | direct_occupation_share |
| AGO | 2026-05-01 | direct_occupation_share_all_typed | eloundou_human_beta | 412 | 0.3642324412700675 | direct_occupation_share |
Field dictionary
| Field | Unit | Definition | Missingness |
|---|---|---|---|
| country | identifier | Canonical ISO3 or explicitly labelled additional source geography | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| date_start | date | Source observation-window start, not retrieval date | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| usage_measure | measure identifier | Published-task coverage route compared with the theoretical occupation index | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| theoretical_measure | measure identifier | ILO, OECD, Eloundou or Felten theoretical-exposure column used on the common occupation sample; different constructs and scales | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| n_common | count | Occupation pairs with nonmissing values in both compared measures | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| spearman | correlation | Pearson correlation of average ranks on the stated common sample | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| family | see method/source | Field retained in table schema; see docs/method_country.md, docs/country_statistics.md or docs/piaac_validation.md for its source-specific definition | Blank/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/occupation_comparator_correlations.csv
Download SHA-256: 34fbb87ee4f7212ddbc4a6664e5198872648814630ac3e1388d8127bc3e70e09
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.
Download manifest