Labor QC clean AI-training-safe

European Labour Productivity & Unit Labour Cost

The competitiveness core, in one clean Parquet: real labour productivity per person and the nominal unit labour cost (both index, 2015=100), per European country per year. The two numbers behind every competitiveness, wage-inflation and cost-pressure analysis - is output per worker rising, and is it keeping up with pay? Joins to wages, real-wage-growth and GDP on country code. Official Eurostat national accounts, fully redistributable.

2K
rows
34
zones
2000-2025
coverage
0.1 MB
download
Source
Eurostat
Licence
Redistributable open data
Updates
Annual
Data through
2025-01-01
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

  • Real labour productivity per person + nominal unit labour cost (index 2015=100), per country
  • The competitiveness / cost-pressure pair - output per worker vs cost per unit of output
  • Every European country, annual; joins to wages, real-wage-growth, GDP on country code
  • Official Eurostat national accounts; licence-clean & AI-training-safe
  • Source: Eurostat (CC-BY-4.0, Decision 2011/833/EU) - EU/EFTA + candidate geos

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, IT, …) 100.0% 34
ts timestamp (UTC) Year 100.0% 26
indicator str Real labour productivity / Nominal unit labour cost (index) 100.0% 2
value float Index (2015=100) 100.0% 1,370
unit str Unit 100.0% 1
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: Eurostat (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-productivity_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 34 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

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