OECD Composite Leading Indicators, Business & Consumer Confidence
Three OECD business-cycle barometers in one clean Parquet - the Composite Leading Indicator (CLI), the Business Confidence Indicator (BCI) and the Consumer Confidence Indicator (CCI) - for every covered country, pulled keyless from the OECD Data Explorer. All amplitude-adjusted and normalised to 100; the CLI's peaks/troughs lead GDP ~6-9 months, while BCI and CCI read current firm and household sentiment. One tidy long row per country × indicator × month.
- Source
- OECD
- Licence
- Redistributable open data
- Updates
- Monthly
- Data through
- 2026-08-01
- 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
- 3 indicators - CLI (leading), BCI (business confidence), CCI (consumer confidence)
- Amplitude-adjusted, normalised to 100, monthly, 1990-present
- G7 + major economies; above 100 = above long-run trend
- One row per country × indicator × month; flat + partitioned by year
- Source: OECD (CC-BY-4.0)
Schema
| Column | Type | Description | Filled | Distinct |
|---|---|---|---|---|
| zone | str | Country (ISO code, USA/DEU/JPN/…) | 100.0% | 47 |
| ts | timestamp (UTC) | Month | 100.0% | 440 |
| indicator | str | Composite Leading Indicator (CLI) / Business Confidence (BCI) / Consumer Confidence (CCI) | 100.0% | 3 |
| value | float | Indicator value (normalised 100) | 100.0% | 1,565 |
| 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("oecd-leading-indicators_sample.parquet") df.info() # typed columns, gap-aware, ready to join⬇ Download free Parquet sample or CSV for Excel
Coverage: 47 zones
AUS · AUT · BEL · BGR · BRA · CAN · CHE · CHL · CHN · COL · CRI · CZE · DEU · DNK · ESP · EST · FIN · FRA · GBR · GRC · HRV · HUN · IDN · IND · IRL · ISR · ITA · JPN · KOR · LTU · LUX · LVA · MEX · NLD · NOR · NZL · OECDXEA · POL · PRT · ROU · RUS · SVK · SVN · SWE · TUR · USA · ZAF
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