Validation and sensitivity
US validation pairs
All target occupations, no European crosswalk
756rows
9fields
0country / area identifiers
CSVcomplete download
What one row represents
May US SOC occupation
Key: occ_code
Units: Exposure, coverage and source share fractions
Preview
First 8 rows. The download contains all 756 rows.
| occ_code | title | observed_exposure | date_start | coverage | usage_weighted_intensity | onet_members | source_published_rows | published_occupation_share |
|---|---|---|---|---|---|---|---|---|
| 11-1011 | Chief Executives | 0.0333 | 2026-05-01 | 0.04838709677419355 | 2.258064516129032e-05 | 2 | 1 | 0.0015 |
| 11-1021 | General and Operations Managers | 0.1378 | 2026-05-01 | 0.1176470588235294 | 0.0001 | 1 | 1 | 0.0018 |
| 11-1031 | Legislators | 0.0 | 2026-05-01 | 0.0333333333333333 | 3.3333333333333333e-06 | 1 | 1 | 0.0001 |
| 11-2011 | Advertising and Promotions Managers | 0.1731 | 2026-05-01 | 0.1333333333333333 | 0.00018 | 1 | 1 | 0.0055 |
| 11-2021 | Marketing Managers | 0.3195 | 2026-05-01 | 0.25 | 0.000225 | 1 | 1 | 0.0045 |
| 11-2022 | Sales Managers | 0.0433 | 2026-05-01 | 0.1176470588235294 | 4.117647058823529e-05 | 1 | 1 | 0.0014 |
| 11-2032 | Public Relations Managers | 0.2315 | 2026-05-01 | 0.15 | 9e-05 | 1 | 1 | 0.0014 |
| 11-3012 | Administrative Services Managers | 0.0 | 2026-05-01 | 0.1666666666666666 | 7.222222222222222e-05 | 1 | 1 | 0.0016 |
Field dictionary
| Field | Unit | Definition | Missingness |
|---|---|---|---|
| occ_code | identifier | US native detailed occupation code; NEM-specific unmatched codes are retained | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| title | 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 |
| observed_exposure | source exposure score | Anthropic published March2026 occupation exposure, not monthly occupation share | 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 |
| coverage | fraction | Positive published matched tasks / all catalogue tasks of this O*NET occupation | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| usage_weighted_intensity | share fraction per task | Sum published country share fractions / all catalogue tasks | Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning |
| onet_members | 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 |
| source_published_rows | 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 |
| published_occupation_share | fraction | Direct occupation source share/100; absent source row has zero published mass and unknown actual use | 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/us_validation_pairs.csv
Download SHA-256: 10a9d75c91aeb39e18e7781abff5b307ad30eefb860ccdf717101caa67280934
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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