About a-team Marketing Services
The knowledge platform for the financial technology industry
The knowledge platform for the financial technology industry

A-Team Insight Blogs

UniCredit Develops Data Esperanto to Map End User Data Sets Across Group

Subscribe to our newsletter

Italian banking group UniCredit is currently focused on extending the coverage of its data warehouse, which was rolled out in 2004, beyond accounting and regulatory reporting related data items to other reference data items, says Alberto Ricciotti, head of group pricing at the bank. A key success factor in this process has been in the data management team’s ability to engage internal and external end users of this data and the development of “Esperanto” between data sets, he explains.

“The main goal over the last two years and going forward is to improve the matching of data sources, develop common business understandings of data items and improve drill down capabilities,” says Ricciotti.

UniCredit began the process of rationalisation by evaluating end user requirements in terms of all players in the data management chain, including regulatory requirements and internal business users. This highlighted the need for greater regional data consistency, the ability to better track data along the credit process by matching local interpretation of data with central data processes and the requirement for greater drill down capabilities for end user analytical purposes.

“Data stewardship was a key method in engaging end users and these individuals are responsible for acting as a reference point for these users and are accountable for the data sets under their remit,” he explains. “The main challenge for UniCredit has been in dealing with the impact of the high level of M&A in which we have been engaged in over the last 10 years.”

The bank has a fairly siloed structure due to the bank’s recent history of acquisitions and this has caused data governance challenges, as well as the challenge of rationalising systems. The structure of the data sets varied across all these various systems and a lack of standardisation meant definitions of these data items had to be mapped carefully.

To this end, last year UniCredit kicked off a regime change to develop a data mapping layer between end user data dialects and centrally held data sets, which Ricciotti calls Esperanto. “The mapping process involved various stages including end user dialects, national official languages and Esperanto, which were all linked and mapped to enable us to build common definitions of clients and products across the group,” he elaborates.

Subscribe to our newsletter

Related content

WEBINAR

Recorded Webinar: Best Practices for Managing Trade Surveillance

The surge in trading volumes combined with the emergence of new digital financial assets and geopolitical events have added layers of complexity to market activities. Traditional surveillance methods often struggle to keep pace with these changes, leading to difficulties in detecting sophisticated market abuses and increased regulatory risk. To address these challenges, financial institutions are...

BLOG

AI Becomes Mainstream for Compliance – Nasdaq’s 2025 Survey

In the tenth edition of the Nasdaq Global Compliance Survey, conducted in May–July 2025, compliance and regulatory-risk professionals from 103 firms across the Americas, EMEA and APAC shared their priorities, challenges and planned investments. This year’s survey features a senior audience with 72 % having ten or more years’ experience in compliance covering director and...

EVENT

Buy AND Build: The Future of Capital Markets Technology

Buy AND Build: The Future of Capital Markets Technology London examines the latest changes and innovations in trading technology and explores how technology is being deployed to create an edge in sell side and buy side capital markets financial institutions.

GUIDE

Regulatory Data Handbook 2025 – Thirteenth Edition

Welcome to the thirteenth edition of A-Team Group’s Regulatory Data Handbook, a unique and practical guide to capital markets regulation, regulatory change, and the data and data management requirements of compliance across Europe, the UK, US and Asia-Pacific. This year’s edition lands at a moment of accelerating regulatory divergence and intensifying data focused supervision. Inside,...