Our success stories

How is Aristotle Metadata Registry already helping agencies like yours?

The Aristotle Metadata Registry is already helping agencies across a diverse range of areas improve their metadata practises, including small non-profit groups focused on small data projects, academic data institutes with a wide number of research-focused users, and large government organisations with diverse teams coordinating data collections between different jurisdictions.

There are many more stories that are waiting to be told and these are just the beginning. Read on to see how improved metadata management is helping agencies already, then get in touch with us and we can start to help tell your data story!


We've been engaging with government agencies at all levels in a number of countries demonstrating how metadata can help improve data accuracy and timeliness as well as formalise governance arrangements between agencies.

Case study #1: National statistical agency

By providing our clients with authoring tools to create metadata early in the data collection process we're helping reduce work throughout the data collection lifecycle. Our client is able to create definitions of data earlier, providing the information needed to verify data during collection and cleansing, as well as giving them the information they need to ensure they are collecting the required information in the right ways.

By using an Aristotle Metadata Registry our client has made this metadata available through a web Application Program Interface that helps their systems and people communicate effectively and make data management tasks more robust and repeatable.

Case study #2: National health agency

Using an Aristotle Metadata Registry is also helping our clients enforce governance across jurisdictions so that data collections are consistent by allowing for different authorities to endorse metadata suitability as it is created.

By publishing data dictionaries from Aristotle, our client has improved their ability to verify the correctness and completeness of administrative data that is shared between agencies. If inconsistancies are found they can be compared to agreed upon standards within the registry and coherence can be enforced through these published governance arrangements.

Using shared access agrements, with an Aristotle Metadata Registry, our clients are able to publish clear data rules that enforce consistency and formalise data governance agreements across a broad range of stakeholders.

Government Plaza, Minneapolis, MN USA


We've been working with academic, science and data organisations to explore how to help bring structure and knowledge to research data to make archival and discovery easier.

Case Study #3: Social science data archive

Our work with an academic social research centre has helped archivists improve records of studies. By providing tools that streamline metadata creation they are encouraging researchers to document their research and showing how this makes data easier to discover. These efforts have already given researchers the ability to answer questions such as, "What work has been done on hospitalisation and recovery time?" or "What data exists that covers academic success and childhood health?". By giving researchers and archivists the tools to record the structure of data we're making sure future questions can be answered quickly to guide research in the right directions.

Data archives have explored the advantages of metadata but many still struggle with the problem of how to encourage time starved researchers to document work. To support this we're studying how to help both, researching techniques for automated semantic metadata authoring as a way to describe the structure of data collections by comparing sample data against existing metadata records. This saves time for researchers when registering data and ensures high quality data for archival purposes.


We believe that all metadata and data are vital components to measuring the progress of humanitarian programs, thats why we've teamed up with non-profits to provide low-cost metadata management solutions.

Case Study #4: Social welfare organisation

One of the driving goals of the Aristotle Metadata Registry is to give all agencies the ability to produce positive change. We've been working with non-profit and charity organisations to build registries that help track change and improve data management practises.

One of our first clients was working to help metadata modelling for social welfare to improve the measurement and evaluation of programs for at-risk individuals in unstable social circumstances. This work helped improve the definition of indicator metrics so that the different agencies in this working group could communicate their data in agreed formats that reduced discrepancies in data collection, improved understanding and reduced costs.

By commiting to open-source and standards-based solutions we're providing cost effective information management solutions that integrate with existing systems without the risk of vendor lock-in.

Note: For client confidentiality purposes and to prevent identification of particular programs, aspects of case studies may be aggregate narratives based on feedback from a number of clients.

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