Approaches are provided for assessing and displaying data. An approach includes determining one or more aggregate measures of data quality for data. The approach further includes assessing an overall data quality for the data based on the determined one or more aggregate measures of data quality. The approach further includes displaying the data, the determined one or more aggregate measures of data quality, and the assessed overall data quality.