Describe any metrics you may have created or used as a Data Architect in order to measure quality and consistency of new and existing data.

"In my career as a Data Architect, ensuring data quality has always been a part of my job to some degree. There were a number of dimensions we monitored to validate the data quality and consistency. These dimensions included Duplication and Completeness. Duplication measured the percent of records that were duplicated in a given data set, while Completeness measured the proportion of records that had all the necessary data fields populated. By monitoring these particular dimensions we could be alerted to data inconsistencies that could negatively affect the work of data analysts in the company."