Responsible Data

Data Governance Frameworks for Responsible Data Data governance frameworks treat data as a strategic asset. They assign clear roles, rules, and workflows to keep data accurate, secure, and useful. A well designed framework supports decision making with transparency and accountability. It helps teams answer who is responsible for data, what rules apply, and how data should be handled in practice. Core components of a good framework include: a clear governance structure with roles like data owner and data steward written data policies covering privacy, security, and quality data quality metrics that are easy to track a data catalog and metadata standards risk and compliance controls aligned with laws and industry norms training and a governance culture that invites input from staff Practical steps to implement a framework: ...