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

Data Management Experts Discuss the Dilemmas of Data Quality

Subscribe to our newsletter

Data quality has become an imperative for financial institutions as they face increasing regulation and look to data for business benefits and opportunities – but it is not always easy to achieve and requires significant investment in time and resources.

For many institutions, a definition of data quality is based on some or all of the data characteristics set out in regulation BCBS 239 and including accuracy and integrity, completeness and timeliness. Defining data quality can be a good start to improvement projects, but how good should data quality be, how can it be measured and demonstrated, and how can data quality be geared to different business processes?

These are just some of the issues that will be discussed during a panel session on data quality at next week’s A-Team Group Data Management Summit in London.

Fiona Grierson, enterprise data strategy manager at Clydesdale Bank and a member of the panel, has been developing data quality at the bank for about three years. The bank defines data quality as data that is complete, appropriate and accurate, and uses the Enterprise Data Management Council’s Data Management Maturity Model to score data quality and drive improvement. It also has a data management framework for projects to ensure they are implemented using best practice around data quality.

Grierson explains: “We look at the business case for particular strategies and consider the data quality requirement. For example, we look at regulations and the extent of their data quality requirements and at customer initiatives and their need for data quality to ensure seamless customer service.”

Grierson will be joined on the data quality panel by practitioners including Jon Deighton, head of global efficiency and strategy for UK data management at BNP Paribas Securities Services; James Longstaff, vice president, chief data office, at Deutsche Bank; and Neville Homer, head of RWA reference data, regulatory reporting, at RBS.

To find out more about:

  • Regulations driving data quality
  • Approaches to improvement
  • Data quality metrics
  • Technology solutions
  • Practitioner experience

Register for next week’s A-Team Group Data Management Summit in London.

Subscribe to our newsletter

Related content

WEBINAR

Recorded Webinar: Mastering Data Lineage for Risk, Compliance, and AI Governance

Financial institutions are under increasing pressure to ensure data transparency, regulatory compliance, and AI governance. Yet many struggle with fragmented data landscapes, poor lineage tracking and compliance gaps. This webinar will explore how enterprise-grade data lineage can help capital markets participants ensure regulatory compliance with obligations such as BCBS 239, CCAR, IFRS 9, SEC requirements...

BLOG

APAC Data Management Leaders Revealed in Inaugural A-Team Insight Awards Introduction

A-Team Group is pleased to announce the winners of the inaugural Capital Markets Technology APAC Awards 2025. These awards celebrate the technology providers and financial institutions at the forefront of innovation across the Asia Pacific region. Coinciding with the announcement, we have also launched our comprehensive annual report, “The State of Capital Markets Technology in...

EVENT

Data Management Summit London

Now in its 16th year, the Data Management Summit (DMS) in London brings together the European capital markets enterprise data management community, to explore how data strategy is evolving to drive business outcomes and speed to market in changing times.

GUIDE

The DORA Implementation Playbook: A Practitioner’s Guide to Demonstrating Resilience Beyond the Deadline

The Digital Operational Resilience Act (DORA) has fundamentally reshaped the European Union’s financial regulatory landscape, with its full application beginning on January 17, 2025. This regulation goes beyond traditional risk management, explicitly acknowledging that digital incidents can threaten the stability of the entire financial system. As the deadline has passed, the focus is now shifting...