Defined research cohorts
Scope data by geography, role, sector, employer and time period with point-in-time integrity.
Academic solutions
Research-ready labor data at global scale.
Longitudinal extracts with documented methodology, stable identifiers and publication support.
2.5B+posting history
200+countries
24,000+roles
Reproducible methods
Receive schema documentation, coverage notes and citation guidance with each licensed dataset.
Flexible delivery
Use flat files, Parquet, bulk cloud delivery or APIs according to the research design.