This dataset contains unified, deduplicated job postings sourced from employer sites, major job boards, and staffing boards worldwide, covering billions of historical and active listings. Each posting is enriched with occupation mapping, seniority, geographic location, skills, expected hires, salary and benefits indicators, remote suitability, and contract or internship tags. Available as monthly aggregated time series and individual posting records, it enables analysis of hiring trends, competitive labor demand, talent sourcing, and forward-looking workforce signals. Spatial attributes support mapping and regional analysis to identify labor market clusters, site selection, and proximity-based recruiting insights.

Key attributes include:

• Global coverage and deduplication across employer sites, major job boards, and staffing boards

• Both aggregated monthly dynamics and individual posting records for temporal analysis

• Mapped attributes for occupation, seniority, and geography enabling spatial analysis

• Enriched hiring signals: expected hires, salary indicators, benefits, and remote suitability

• Full posting text plus tags for skills, activities, contract type, and internship status

Value Summary:
Workforce analysts, recruiters, investors, and product teams benefit from a comprehensive view of labor demand to forecast hiring trends, benchmark competitors, optimize talent sourcing, and support data-driven workforce planning.