Country registry
All documented registry entries, not only task countries
Open research data
The observations behind the figures.
27 curated evidence tables, with previews, field definitions and direct downloads. Every download contains its complete frozen table.
Start with the native occupation data. Country exports preserve original shares and publication status. Broader task and mapping tables answer different questions. Choose the right measure.
27 datasets · 451 documented fields
Global availability
Missing source coverage is not zero occupation coverage
Source country period inventory
Displayed-zero task rows are retained separately; a period without positive cells does not acquire an occupation panel
Country coverage
Source cells counted once before occupation expansion; numeric zero rows separate
Global employment latest
Source year/detail/age/flags retained; national classifications not silently relabelled
Labour availability
All250 registry entries; employment availability differs from task join feasibility
PIAAC country source inventory
England/Flanders scopes retained; no respondent records
Country usage
Overall source fields; absent country metrics remain absent
Direct occupation source
Only original numeric rows, including rounded zeros
O*NET occupation panel
Absent raw values missing; zero published mass is not zero actual usage
ESCO occupation panel
Semantic mean, not conversation allocation
ISCO occupation panel
ISCO1/2 aggregate directly from ISCO4
Facet comparison
Task and occupation mass counted before expansion
Volume regression
Selected publication sample; no causal interpretation
US bls employment
National Employment Matrix includes self-employment; projections excluded
US native soc panel
Exact codes only; unmatched BLS codes remain missing
US native weighted summary
Official total includes unmatched job groups
US measure validation
Cross-construct and cross-period comparison with March exposure
US validation pairs
All target occupations, no European crosswalk
Mapped weighted summary
UK ONS lexical route; US excluded in favour of native BLS
Geography support
Post-review thresholds; missing May facet grade D
PIAAC across occupation summary
All finite coefficients included regardless of sign/review status
PIAAC detailed country results
Retains full outcome/profile variants
Occupation mapping correlations
Direct-share descriptors; all typed reference
Mapping correlation distribution
Common occupation counts and country counts are distinct
Occupation comparator correlations
Aggregate correlations only; restricted source vectors omitted
Comparator distribution
Unlike constructs; no calibration or cardinal subtraction
Reproducible and attributable
Research dataset vintage: 1.1.0. Original Anthropic observation windows: April and May 2026. The curated web export preserves source terms and source precision.