| --- |
| license: cc-by-nc-4.0 |
| task_categories: |
| - tabular-classification |
| language: |
| - en |
| tags: |
| - workforce |
| - company-data |
| - skills |
| - capabilities |
| - business-intelligence |
| - alternative-data |
| - pre-covid |
| - longitudinal |
| - firmographic |
| - headcount |
| pretty_name: Workforce Capability Intelligence - 4.2M Companies (2018-2020) |
| size_categories: |
| - 10M<n<100M |
| --- |
| |
| # 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](https://vivameda.com) — Paphos, Cyprus |
