Labor QC clean AI-training-safe

European Real Wage Growth

The purchasing power of pay, per European country per quarter: nominal labour-cost (wage) annual growth minus HICP inflation. The number rates desks, unions and HR teams actually watch - deeply negative through the 2022 inflation shock, recovering as inflation cooled. Derived by joining Eurostat wages to HICP; joins to the labour-market, wages and inflation products on country code. Licence-clean and AI-training-safe.

3K
rows
30
zones
2001-2026
coverage
1.5 MB
download
Source
derived
Licence
Redistributable open data
Updates
Quarterly
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

  • Real wage growth = nominal labour-cost annual % - HICP inflation, per country × quarter
  • The purchasing-power-of-pay signal behind the cost-of-living squeeze
  • Every European country, quarterly; joins to labour-market, wages, inflation on country code
  • Derived from Eurostat Labour Cost Index + HICP; licence-clean & AI-training-safe
  • Source: Eurostat (CC-BY-4.0)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, IT, …) 100.0% 30
ts timestamp (UTC) Quarter start 100.0% 101
real_wage_pct float Nominal wage annual % - HICP inflation 100.0% 1,258
unit str Unit 100.0% 1
res_min int Native resolution (quarterly) 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-real-wage-growth_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 30 zones

AT · BE · BG · CY · CZ · DE · DK · EE · EL · ES · FI · FR · HR · HU · IE · IS · IT · LT · LU · LV · MT · NL · NO · PL · PT · RO · RS · SE · SI · SK

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