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Supplier Profile - Knowledge Integrity, Inc.

Since 1999, Knowledge Integrity, Inc. has developed technical and management methodologies for instituting Data Quality, Master Data Management, Data Standards, and Data Governance programs within organizations.

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We enable the analysis, assessment, and improvement of data quality for transactional systems, business intelligence, operational, and reporting purposes.

Our services have been delivered to many different organizations, both public and private sector, in many different industries, including Finance, Banking, Insurance, Health Care, Manufacturing, Pharmaceuticals, and Government agencies.

David Loshin

David Loshin, President of Knowledge Integrity, Inc.

David Loshin, President of Knowledge Integrity, Inc.

David Loshin, president of Knowledge Integrity, Inc, (, is a recognized thought leader and expert consultant in the areas of data quality, master data management, and business intelligence. David is a prolific author of Data Quality, MDM and BI best practices, via the expert channel at and numerous books and papers on BI and data quality. His latest book "The Practitioners Guide to Data Quality" (see has been widely acclaimed within the Data Quality profession. His book, "Business Intelligence: The Savvy Manager's Guide" (June 2003) has been hailed as a resource allowing readers to "gain an understanding of business intelligence, business management disciplines, data warehousing, and how all of the pieces work together." His book, "Master Data Management," has been endorsed by data management industry leaders, and his valuable MDM insights can be reviewed at

David can be reached at or via Twitter: @davidloshin

Our specific services include business and technical consulting, training, and custom system design and implementation for:

  • Assessment, design, integration, and deployment of information management, data quality, metadata, data mining, and business intelligence tools and platforms
  • Information management needs assessment
  • Comprehensive Data Quality Management program development
  • Data quality assessments
  • Data quality business case requirements and analysis
  • Data Governance and Stewardship
  • Data quality management oversight
  • Ongoing data quality monitoring
  • Data quality reporting
  • Data quality problem diagnosis and root cause analysis
  • Data profiling, data standardization, record matching, and data cleansing
  • Enterprise data requirements analysis
  • Data standards development and implementation
  • Standards for information exchange

Rapid Data Quality Assessment Service

Vague feelings of poor data quality can hamper business activity by casting doubt on the data that feeds both operational and analytical processes.

Yet the absence of clearly defined measurements to demonstrate how business impacts are attributable to erred data prevents developing an appropriate business case for introducing data quality management improvement.

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When resources are allocated to correcting “bad data” without being able to evaluate the root causes there is no ability to objectively evaluate the relationship between poor data quality and business performance. This suggests a need for an approach that can quickly identify high priority data issues whose remediation can be justified.

Companies in this situation can greatly benefit from our Rapid Data Quality Assessment Service.

Training and Education Services

Data Governance Training

Knowledge Integrity has a new onsite training course for companies exploring the creation of a data governance capability.

Our one- and two-day training workshops have been developed as a mix of knowledge transfer and interactive sessions to lead organizations in prioritizing their data management objectives and scoping their data governance program.

Part 1: Data Governance Fundamentals

Part 2: Assessing Your Organization’s Data Governance Capability

Part 3: Operational Data Governance

Part 4: Data Governance Scenarios, Operating Model Concepts, and Data Policies

To find out more about our Data Governance training program, click the following link:

For more information about how Knowledge Integrity can help your organization enhance the vlaue of its information asset, contact David Loshin:


Telephone: +001 301 754-6350

Check out David’s Twitter feed:

Image credit: Maryland scene, Photobotos

Contributions on Data Quality Pro

Expert Journal
Interview With David Loshin, Author of "Master Data Management"

I recently caught up with David Loshin, one of the leading authorities on data quality, knowledge management and master data management.

David has released a book aptly titled "Master Data Management" and David kindly agreed to answer a few questions on the subject.