European Labour Market Panel
The tightness-and-quality picture of every European labour market in one join-ready annual sheet per country: job vacancy rate, unemployment, youth unemployment, employment rate, the youth NEET rate, plus the three pressure gauges economists watch - labour tightness (vacancy ÷ unemployment), real wage growth and the productivity-pay gap - all aligned on country × year. Eight variables in one coherent panel that used to be eight separate downloads. Built from redistributable Eurostat data; licence-clean and AI-training-safe.
- Source
- derived
- Licence
- Redistributable open data
- Updates
- Annual
- Data through
- 2026-01-01
- Quality
- QC clean · 0 failures
- Format
- Apache Parquet + dictionary
Safe to train on
Built only from a named, redistributable official source under a documented open licence - not scraped web data. No copyright grey zone, no personal data. Ships machine-readable Croissant metadata (ML Commons - loads in Hugging Face / Kaggle / Google), an AI training-licence manifest documenting source, licence and provenance for your model's data governance, and a machine-readable data dictionary (drop it into an agent / RAG prompt so the model knows every column) - all inspectable before you buy.
What's included
- 8 variables per country × year: vacancy rate, unemployment, youth unemployment, employment, NEET, labour tightness, real wage growth, productivity-pay gap
- Labour demand + slack + job quality + the derived pressure gauges in one coherent panel
- Every European country, annual; long format (country × year × variable)
- Licence-clean & AI-training-safe - 100% redistributable Eurostat data
- Source: Eurostat (CC-BY-4.0)
Schema
| Column | Type | Description | Filled | Distinct |
|---|---|---|---|---|
| zone | str | Geo / country code (DE, FR, SE, …) | 100.0% | 36 |
| ts | timestamp (UTC) | Year | 100.0% | 27 |
| variable | str | Vacancy / unemployment / youth unemployment / employment / NEET / tightness / real wage growth / productivity-pay gap | 100.0% | 8 |
| value | float | Annual value (%) | 100.0% | 2,334 |
| unit | str | mixed - see the variable name | 100.0% | 4 |
| res_min | int | Native resolution (annual) | 100.0% | 1 |
Sample & preview
Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: derived (redistributable open data; attribution passes through - see our Licence).
Don't trust screenshots - drop the sample into your notebook right now.
import pandas as pd df = pd.read_parquet("european-labour-market-panel_sample.parquet") df.info() # typed columns, gap-aware, ready to join⬇ Download free Parquet sample or CSV for Excel
Coverage: 36 zones
AT · BA · BE · BG · CH · CY · CZ · DE · DK · EE · EL · ES · FI · FR · HR · HU · IE · IS · IT · LT · LU · LV · ME · MK · MT · NL · NO · PL · PT · RO · RS · SE · SI · SK · TR · UK
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