Labor QC clean AI-training-safe

European Educational Attainment & Spend

The human-capital picture for every European country: the share of 25-64s with tertiary, at-least-upper-secondary and below-upper-secondary education, plus annual public expenditure per pupil - one row per country × indicator × year. The skills-and-schooling headline behind every labour-market, competitiveness and social-policy report; joins to wages, unemployment and R&D on country code. Licence-clean and AI-training-safe.

3K
rows
36
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

  • Attainment shares (25-64): tertiary, ≥upper-secondary, below-upper-secondary
  • Education expenditure per pupil (EUR) - the schooling-investment metric
  • Every European country, annual, 2000-present
  • One row per country × indicator × year; joins to wages, labour, R&D on country code
  • Source: Eurostat (CC-BY-4.0, Decision 2011/833/EU) - EU/EFTA + candidate geos

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, SE, …) 100.0% 36
ts timestamp (UTC) Year 100.0% 26
indicator str Attainment level / spend-per-pupil 100.0% 4
value float % of age group or EUR per pupil 100.0% 1,114
unit str Unit 100.0% 2
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-education_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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