UK Data Service
The UK Data Service is the country's central archive for social and economic research data, funded by the Economic and Social Research Council. It holds the major studies that underpin British social science: the Labour Force Survey, the Understanding Society household panel that tracks the same families year after year, the British Social Attitudes survey, decades of census microdata, and a large collection of international macrodata drawn from the World Bank, the OECD, and the IMF. Crucially, every study arrives with its questionnaires, user guides, and codebooks, the documents that explain how each variable was defined and collected.
Access works in tiers, and this is the first thing to plan for. A handful of series are openly downloadable, but most sit behind free registration through your institution or an ORCID login, and the most detailed or disclosive microdata requires an approved research project and use inside a secure environment. Data mostly lands as SPSS, Stata, and CSV files, so you will need a step that converts numeric columns and variable labels into readable sentences before any of it can be indexed for retrieval.
For RAG, this is where you turn when a system needs authoritative UK evidence on employment, income, attitudes, health, or demographics, with a documented methodology standing behind every figure. The supporting documentation is frequently the most valuable material to index: a questionnaire or user guide makes excellent grounding text for answering questions about how a statistic was actually measured, not just what it says.
The main caveat is that this is not an open dump, and reuse terms vary from one dataset to the next. Commercial use is restricted and each item's licence and access level need checking individually, so register early and read the terms before you build. Treat it as the deep, rigorous complement to fast open portals like the ONS and data.gov.uk: harder to get into, but far richer on well-documented research.
Related sources
Awesome Legal Data
A community-maintained list of legal datasets, tools, and resources for legal text processing across jurisdictions, including court records, statutes, contracts, and legal NLP benchmarks. A useful map for anyone building a legal RAG system.
Awesome Public Datasets
A community-curated list of high-quality open datasets on GitHub, organised by topic: agriculture, biology, climate, economics, education, finance, government, healthcare, and more. A good starting point when you need RAG-ready data for a specific domain and do not yet know where to look.
DataKind UK Open Data Sets
A curated list of UK-focused open datasets from DataKind UK, covering government, health, crime, housing, and social data. A quick way into British public data when you are building a RAG system with a UK focus.
NLP Datasets
An alphabetical list of free and public domain text datasets for natural language processing, covering corpora, dialogue, sentiment, and summarisation. Handy when you want text-heavy data to build or evaluate a RAG system.