---
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 (1950-2020)
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. 

## 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
- full coverage: 1950 - 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