Setting data standards for all data systems as a vision or a model of the eventual interactions between those data systems. Data Integration, for example, should be dependent upon data architecture standards since data integration requires data interactions between two or more data systems.
Our architecture approach describes the data structures used by a business and its computer applications software. Data architectures address data in storage and data in motion; descriptions of data stores, data groups and data items; and mappings of those data artifacts to data qualities, applications, locations etc.
Design and implementation of Data Governance Programs, or initiatives using Change Management techniques. We help organizations to implement control, and to define and train data stewards and custodians to improve data quality.