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White Papers

Data Quality Essentials: For Any Data-Intensive Project

Incorporating an effective data quality solution into your project requires a number of additional activities throughout the lifecycle of your project plan.  This white paper introduces some of the techniques used by successful companies to plan and successfully implement data quality processes as part of an initiative.  Read about which tasks should be performed and by who during each project phase.

Building a Tangible ROI for Data Quality

This white paper discusses the process for delivering a quantified ROI for data quality: relating data to business processes, processes to business impact, and using metrics to measure the outcome. 

Also, outlines where to look for business benefits across procurement, Supply Chain optimization, customer loyalty, compliance, etc.

Methodology for Enterprise Data Quality and Data Governance

This white paper is written for a technology-oriented audience and provides Trillium Software's recommended approach to  developing an enterprise-wide data quality strategy and rollout.

It also addresses data governance and how to use technology to support action-oriented data governance initiatives and the enterprise data quality process.

Data Quality in the MDM EcosystemWithout data quality, there is no master data.  Organizations can no longer think about data integrations as tactical, they are highly strategic.
How Data Profiling & Analysis Saves Companies $MillionsThis paper explores how you can take charge of organizational data to create a faster, smarter more competitive enterprise by improving data quality, cutting integration costs and improving the returns from data warehousing initiatives, ERP, CRM, SCM and BI/BPM.
Total Data Quality, A Business Solution for Today and TomorrowFrom a business perspective, learn how Total Data Quality offers a comprehensive strategy and a full range of tactics for turning raw data into meaningful corporate data assets. 
Data Quality and Compliance: Getting the Data Right for Compliance

This white paper addresses the importance of data quality for reaching compliance with HIPPA, Sarbanes-Oxley, Basel II, and the US Patriot Act.

Improving Data Migration with Automated Data ProfilingLearn how to streamline data migration, save time and reduce expense by using an automated data profiling tool.
Realizing Master Data ManagementAn organization's master data may well be its most valuable set of assets.  Read our white paper to learn why companies want master data management, how they achieve It, and what is required.
The Challenges of Worldwide Data Quality

Global corporations face unique data quality challenges.  Read on for best practices for managing global data quality...

The ROI of Data QualityFrom accounts/receivables to call centers to marketing and sales departments and beyond, the cases cited in this document encompass both bottom-line arguments and real-world examples for data quality. They include examples of the risks of bad data as well as the benefits of a well-designed, enterprise-wide data quality solution.
Ten Critical Factors for Achieving Enterprise Wide Data QualityThis paper discusses 10 ways to help ensure that a well-designed and executed approach to data quality promotes more effective business solutions, more efficient business processes and higher returns on technology-driven business investments.
Corporate Governance & Compliance: Could Data Quality Be Your Downfall?This white paper discusses the potential consequences of poor data quality on an organization's attempts to meet regulatory compliance reporting such as Sarbanes-Oxley or Basel II. It also suggests that corporations need to define strategic policies and processes for ensuring enterprise data quality.
Ensuring Customer Privacy Across Disparate SystemsCustomer data, owned by different parts of the business
exists across different disparate systems each containing varying customer preferences which are often in conflict. Read about five best practices to ensure compliance with emerging customer privacy requirements.
Harte-Hanks Trillium Software 2005/6 Data Quality SurveyRead the results of this survey of large organization's data quality initiatives conducted by Harte-Hanks Trillium Software.  The intent was to understand how data quality is managed now, and how it might be in the future.

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