Data Quality

Improve productivity, capability and decision making

Our Data Quality Review (DQR) services aim to address six key factors concerning your data:

  • Accuracy

  • Consistency

  • Completeness

  • Uniqueness

  • Validity

  • Timeliness

By addressing these factors, you improve productivity, capability, decision making, compliance, satisfaction, profitability and trust – the case for data quality review writes itself.

With the myriad of data stores, people and technology to contend with, it needs a considered, organised approach and this is where we can help with our Data Quality Programme Service.

DQR Programme


Our data quality programme process provides a workflow that allows an issue or rule to be recognised, scoped, designed, and implemented within your data:

DQR Database and Reporting

Subject > Recognise DQR > Define Requirements > Scope > Analyse

Board Review > Decide Rule > Script > Verify > Commit to Control

With this process, we build up a database of your unique data quality rules (DQRs) which are packaged up to be applied wherever you need data quality processing to occur.


Our data quality technology service provides you with a DQR database available on a variety of platforms such as Google Cloud, Azure DevOps and more. Workflows, authorisation and reporting are all configured for you to manage your quality programme. We also set up source control for all your data quality scripts to manage tracking, documentation, back-ups and version control.


Our data quality service helps you identify and appoint the right people and internal governance to manage your data quality programme. We can help train the Data Quality Managers, including providing support and mentoring, plus we help identify the key stakeholders who should be part of your DQ Board.


At Smart Statistics you own your data quality rules, code and scripts. They are yours to use and keep in any future platform or architecture. It’s why so many companies like yours trust Smart Statistics with one of their most important assets, data.


Get in touch today and we’ll identify the main challenges and the opportunities to make your business grow.

"We believe that the data will set you free. At the end of the day, it's about how you turn those pieces of information into insights that will improve business."