I have 30 years of experience in the field of information technology with specific knowledge of contact data quality (DQ), data analysis and data quality assessments. I have published on such topics as confidential corporate works for hire, DQ designs and implementations, data quality assessments and data quality audits. I have testified 10 times on topics such as ETL software evaluation, DQ competitor capabilities, next generation requirements and software development effort estimates.