What one row represents
May US SOC occupation
Units: Exposure, coverage and source share fractions
Data preview
First 8 rows of 756. Choose the columns to inspect; the download includes every field.
Choose preview columns (9 available)
| SOC codeocc_code | Titletitle | Observed exposureobserved_exposure | Observation startdate_start | Coveragecoverage | Usage weighted intensityusage_weighted_intensity | O*NET membersonet_members | Source published rowssource_published_rows | Published occupation sharepublished_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 definitions
Blank/NA means unavailable or not applicable unless an explicit status field states otherwise; numeric zero retains its stated publication/source meaning
- SOC code
occ_code US native detailed occupation code; NEM-specific unmatched codes are retained
Unit: identifier- Title
title 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- Observed exposure
observed_exposure Anthropic published March2026 occupation exposure, not monthly occupation share
Unit: source exposure score- Observation start
date_start Source observation-window start, not retrieval date
Unit: date- Coverage
coverage Positive published matched tasks / all catalogue tasks of this O*NET occupation
Unit: fraction- Usage weighted intensity
usage_weighted_intensity Sum published country share fractions / all catalogue tasks
Unit: share fraction per task- O*NET members
onet_members 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- Source published rows
source_published_rows 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- Published occupation share
published_occupation_share Direct occupation source share/100; absent source row has zero published mass and unknown actual use
Unit: fraction
Technical provenance and reuse terms
Primary key: occ_code
Source table: outputs/evidence/us_validation_pairs.csv
SHA-256: 10a9d75c91aeb39e18e7781abff5b307ad30eefb860ccdf717101caa67280934
Source attribution and reuse terms · Machine-readable manifest