She is involved with all aspects of data architecture, including data quality, glossaries, business metadata, data modeling, data governance, business rules and semantics. She is a regular speaker at many conferences such as DAMA/Enterprise Data World, IDQ and Data Governance. She was the keynote speaker at an international conference on Data Quality in South Africa. She has been involved in strategic data management projects in both Fortune 500 companies and government agencies. She is the author of three books, her most recent is entitled Business Metadata, and over 40 articles and technical white papers.