Datasets:
Workforce Capability Intelligence Dataset
Structured workforce capability data for 4.2 million companies. 55M+ records across 30 dimensions covering headcount, growth signals, role composition, and skill concentrations. High-density coverage: 2018-2020.
What This Is
A company-year dataset mapping what organizations are actually built to do — tracked through workforce skill concentrations, role structures, and growth dynamics. Each company-year observation expands into multiple capability rows, ranked by workforce share.
This Sample
This public sample contains 300 companies with full capability profiles for evaluation purposes. The production dataset covers 4.2M+ companies with 55M+ structured records.
Schema (30 columns)
| Field | Description |
|---|---|
| company_id | Stable entity identifier |
| company_name | Display label |
| industry | Normalized industry classification |
| country | Country of primary operations |
| headcount_observed | Total observed employees |
| growth_rate_yoy | Year-over-year headcount change (%) |
| growth_percentile_overall | Growth ranking vs all companies |
| growth_percentile_within_industry | Growth ranking within industry |
| primary_role_bucket | Dominant functional role |
| primary_role_pct | Share of workforce in primary role |
| role_diversity_bucket | Role concentration classification |
| skill_bucket | Capability category (top 3 per company) |
| skill_bucket_pct | Workforce share in this capability |
| top_skill | Leading individual skill |
| resilience_flag | Sustained growth indicator |
| decline_flag | Contraction indicator |
Use Cases
- ML training data: Company classification, growth prediction, workforce modeling
- Feature engineering: Capability vectors, role embeddings, growth signals
- Business intelligence: Competitive benchmarking, sector analysis, M&A due diligence
- Research: Pre-COVID workforce structure analysis, labor market studies
Coverage
- 4.2M companies in production dataset
- 100+ countries
- 14 normalized capability buckets
- High-density period: 2018-2020
Format
CSV / Parquet. Production delivery also available via Snowflake.
Full Dataset Access
This sample is for evaluation. For commercial licensing of the full dataset, contact: data@vivameda.com
Built by Vivameda Ltd — Paphos, Cyprus
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