Search first, then see if it can be obtained
Before any preparation starts, we search public sources to see whether the data exists, can be obtained, and is usable — so effort is not spent on a dead end.
Before any preparation starts, we search public sources to see whether the data exists, can be obtained, and is usable — so effort is not spent on a dead end.
De-duplicate, align fields, convert formats. Scattered, mismatched material becomes a structure you can keep using.
For research and industry analysis: multi-year panels with clear fields and consistent definitions, so you can reproduce results and keep going.
Corpora, samples, labels and notes for training, evaluation, Q&A and agents.
Field notes, sources, missing values and exceptions accompany the files, so each item can be checked before further use.
Tables, samples and notes packaged around your goal — not a fixed template.
When data needs ongoing updates, shared access, repeated queries or long-term maintenance, a thematic database can turn a one-off delivery into a data system you can keep using.
Depending on the project, work can include a data model and field system, multi-source ingestion, data standardisation and relationships, data quality rules, a query and management interface, and API access. Local, intranet or private deployment and scheduled updates can be arranged within the agreed scope.