Longitudinal global labour-market panel

Name: Longitudinal global labour-market panel: 3 billion+ historical job postings and 18 billion labour-market data points spanning job postings, normalised skills taxonomies, compensation benchmarks and career (resume-derived) profiles, with national/state/metro/county/ZIP-level economic, demographic, education and earnings estimates across 30+ countries and 165+ countries of coverage.
Creator: Thegtmdirectory

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Longitudinal global labour-market panel: 3 billion+ historical job postings and 18 billion labour-market data points spanning job postings, normalised skills taxonomies, compensation benchmarks and career (resume-derived) profiles, with national/state/metro/county/ZIP-level economic, demographic, education and earnings estimates across 30+ countries and 165+ countries of coverage.

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Coverage

Universe, instruments and categories.

Industry: Data Processing & Outsourced ServicesHuman Capital & Employment Services
Instruments: equities

Dataset card

Type: not stated
Format: Tabular — API endpoints, bulk 'data shares' (research/AI-model delivery extracts), interactive analyst dashboards, and an open published skills taxonomy; delivery into Tableau, Power BI, Workday and internal BI/ERP systems.
Volume: 18 billion labour-market data points; 3 billion+ historical job postings and career profiles; ZIP-level estimate grids for the full United States plus national/subnational coverage in 30+ countries (165+ countries of posting coverage).
Users: ~10,000+ licensed organisational seats (bounded from the stated install base of 200+ HR-tech OEM embedders, 110+ EdTech and 100+ provider partners, plus enterprise, government and university customers such as Amazon, Cisco, Toyota, Deloitte, Salesforce, P&G and UNESCO).
History: 25 years
Update frequency: not stated
Growth: Active and consolidating — March 2026 press release expanding the posting archive past 3 billion, an AWS Marketplace seller launch for Europe, continuing institutional partnerships in 2026, and bolt-on acquisitions of Skill Collective and Stratigens alongside OEM deals with Carahsoft, Guild, Orgvue and DCI.
Launched: Data lineage back to ~2000 (Emsi founding stated on the partnerships leader's profile); the Lightcast brand launched 2022 from the Emsi Burning Glass merger of Emsi (2000s) and Burning Glass Technologies (founded ~1999).
Delivery: not stated
Entity mapping: not stated
Sample: not stated
Point-in-time: not stated
Licence: not stated

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