Housing QC clean AI-training-safe

European Housing Affordability Gap

The single number mortgage, proptech and REIT desks track: house-price growth minus wage (labour-cost) growth, per European country per quarter. Above zero = homes outpacing pay and affordability worsening; below = wages catching up. Derived by joining Eurostat house prices to the labour-cost index - the price-to-earnings pressure gauge behind every affordability crisis headline. Licence-clean and AI-training-safe.

2K
rows
28
zones
2006-2026
coverage
1.1 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

  • Affordability gap = house-price annual % - wage (labour-cost) annual %, per country × quarter
  • >0 = homes outpacing pay (affordability worsening); <0 = wages catching up
  • Every European country, quarterly; joins to house-prices, wages, housing-conditions
  • Derived from Eurostat HPI + Labour Cost Index; licence-clean & AI-training-safe
  • Source: Eurostat (CC-BY-4.0)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, NL, …) 100.0% 28
ts timestamp (UTC) Quarter start 100.0% 81
affordability_gap_pp float House-price growth - wage growth (pp) 100.0% 1,353
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-housing-affordability_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 28 zones

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

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