• Unified structure
To guarantee overall quality, we need to focus on data -- the quality within each of these individual categories. Each key performance indicator (KPI) should be defined to measure the quality, enhancement over time and ways in which to improve a specific set of data. KPIs should also be broken down by different labels. Labels could be a date, department, version, data source, third-party partner or any other meaningful category to your business use case.