Labor QC clean AI-training-safe

Global Unemployment (OECD)

The labour market across the whole OECD - the United States, Japan, the UK and every member, not just Europe - in one clean Parquet. Harmonised monthly unemployment rates: total, youth (15-24), and the male/female split, one row per country × series × month since 2000. The comparable, seasonally-adjusted series behind every cross-country labour comparison; the global complement to our European labour-market product.

48K
rows
39
zones
2000-2026
coverage
0.3 MB
download
Source
OECD
Licence
Redistributable open data
Updates
Monthly
Data through
2026-06-01
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

  • OECD-wide unemployment - US, Japan, UK, Korea and all members (not just Europe)
  • 4 series - total, youth (15-24), men, women - seasonally adjusted, monthly
  • Harmonised, cross-country comparable methodology since 2000
  • One row per country × series × month; the global partner to European-labour-market
  • Source: OECD (CC-BY-4.0) - OECD Data Explorer / SDMX

Schema

ColumnTypeDescriptionFilledDistinct
zone str ISO-3 country code (USA, JPN, GBR, …) 100.0% 39
ts timestamp (UTC) Month 100.0% 318
series str Unemployment: total / youth 15-24 / men / women 100.0% 4
value float Unemployment rate (% of labour force) 100.0% 2,126
unit str Unit 100.0% 1
res_min int Native resolution (monthly) 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: OECD (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("global-unemployment-oecd_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 39 zones

AUS · AUT · BEL · BGR · CAN · CHL · COL · CRI · CZE · DEU · DNK · ESP · EST · FIN · FRA · GBR · GRC · HRV · HUN · IRL · ISL · ISR · ITA · JPN · KOR · LTU · LUX · LVA · MEX · NLD · NOR · POL · PRT · ROU · SVK · SVN · SWE · TUR · USA

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