Implement regular audits and require
Posted: Tue Feb 11, 2025 4:56 am
Domain Quality Standards: These are metrics for specific business rules that need to be tracked for defined business domains. Often driven by regulatory requirements and standardized across the enterprise to ensure accurate reporting, such standards are usually set by subject matter experts or domain teams.
Regular Audits and Reporting: domain teams to report on their data quality metrics in standardized ways. This ensures ongoing accountability and highlights areas needing improvement.
These requirements may feel overwhelming to domain korea whatsapp number data teams that don’t have previous expertise with data quality practice or enterprise reporting. They may see it as discouraging or feel that all this additional governance is slowing them down.
There are multiple approaches IT teams should implement to support domain teams to comply with these new requirements:
Self-service tooling: Provide self-service, easy-to-use tooling for domain teams to implement the requirements. It should be an easily deployable and maintainable part of your data stack.
Focus on automation: The best kind of governance is the one you don’t have to set up and maintain yourself. Many governance requirements, especially in the data quality space, can be automated.
Provide best practices and training: Tell them how to use the tooling you are providing and expectations for their participation.
Provide expertise for advanced use cases: Your team knows the tooling and requirements best. You should be providing your expertise in situations where self-service tooling is not enough or best practices are not documented yet.
Regular Audits and Reporting: domain teams to report on their data quality metrics in standardized ways. This ensures ongoing accountability and highlights areas needing improvement.
These requirements may feel overwhelming to domain korea whatsapp number data teams that don’t have previous expertise with data quality practice or enterprise reporting. They may see it as discouraging or feel that all this additional governance is slowing them down.
There are multiple approaches IT teams should implement to support domain teams to comply with these new requirements:
Self-service tooling: Provide self-service, easy-to-use tooling for domain teams to implement the requirements. It should be an easily deployable and maintainable part of your data stack.
Focus on automation: The best kind of governance is the one you don’t have to set up and maintain yourself. Many governance requirements, especially in the data quality space, can be automated.
Provide best practices and training: Tell them how to use the tooling you are providing and expectations for their participation.
Provide expertise for advanced use cases: Your team knows the tooling and requirements best. You should be providing your expertise in situations where self-service tooling is not enough or best practices are not documented yet.