Each source is cleaned, integrated, documented and put in context, then joined to every other source through the Universal Taxonomy Bridge. Sources marked Coming soon are designed and being integrated; providers are named once signed.
Quality and scale. More than 1.3 billion job ads analyzed across 247 countries, deduplicated and coded to the Universal Taxonomy Bridge, in regular releases.
Quality and scale. Professional career profiles at national scale, matched to GWIX companies, roles and places, and used for aggregate analysis.
Quality and scale. Paid wages from payroll processing at scale: the measured counterpart to advertised pay.
Quality and scale. Company-level financial data joined to GWIX company IDs, so hiring can be read as a financial signal.
Quality and scale. The authoritative national statistics, kept beside private data and never merged with it.
Quality and scale. Observed business research activity across a very large set of companies, joined to hiring so in-market accounts can be confirmed by who they hire.
Quality and scale. Measured from workforce signals at scale, as a leading indicator of attrition and wage pressure.
Quality and scale. Rates from contract labor placements, coded to the same roles as employee pay so the two compare directly.
Quality and scale. Drawn from recruiting operations across many employers, benchmarked by role and market.
Quality and scale. Benchmarks built from company financials and workforce data, comparable across industries and company sizes.
Quality and scale. Network activity data across carriers and facilities, linked to logistics hiring in the same places.
How GWIX curates
Duplicates, errors and out-of-range values removed.
Mapped to one taxonomy, the Universal Taxonomy Bridge, so roles, companies, industries and places mean the same thing everywhere.
Definitions, coverage and methods for every field.
Each answer explains what a number means and when not to use it.
Kept honest
Quality checks run before each release. Official and private figures are labeled and never merged. Gaps are reported, not filled.
Left alone, AI accuracy on business questions fell from 95% to 65% within a month. GWIX keeps its sources, definitions and releases maintained.
Source: Anthropic, June 2026Integration
The Universal Taxonomy Bridge connects each source to all the others, so a new source adds to every question it touches, not just its own.
Permitted use
Data may be used as permitted under the GWIX Terms of Use. Individual career profile data is used for aggregate analysis.