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Data Quality Channel
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If there is a single pitfall that undermines any given data management initiative, it is most likely to be found in the realm of data quality, a requirement for sound decision-making. Whether in combination or by themselves, databases are almost certain to contain entry errors, multiple common entries and other redundancies that inevitably lead to incorrect or incomplete identifications of customers, products and locations. Thus, data quality is a critical prerequisite to any BI initiative that would otherwise skew or obfuscate meaning in the reporting and analytic outputs of databases, reporting tools, dashboards and scorecards.
Articles
Build a Powerful Business Case for Data Quality with Metrics
Without quantified measurements few business managers appreciate the extent to which data quality issues impact their companies
The Sad State of Data Quality
Results from the Information Difference survey document initiatives and the state of data quality today
Data Cleansing in the Cloud
This article addresses the challenges and many of the common questions that companies have regarding data cleansing in the cloud
Rely on Data Quality to Survive
How to utilize the principles of data quality to improve business intelligence and maximize sales opportunities
BI: Only as Good as its Data Quality
The assumption in business intelligence is that the data from which the information is derived is correct, but this is not always the case
Columns
What is Different about Data Integration Project Management?
Understand special challenges and dependencies on source systems for feed timing and data quality
More Data Quality for Confident Operational Business Intelligence
A continuous improvement approach to operational BI dictates that the root causes - not just the symptoms - of the problem are addressed
Data Quality for Operational BI
Operational BI can only be successful if data meets quality expectations and is understood by the business community
The Talents of a True Data Steward
Technical, interpersonal and positional skills are required to manage data as an asset
Four More Sources of Poor Data Quality
How to develop a strategy to identify and understand the issues
White Papers
Books
Data Quality Assessment
By Arkady Maydanchik
Data Mining VIII: Data, Text and Web Mining and their Business Applications
By Edited by: A. Zanasi, C.A. Brebbia and N.F.F. Ebecken
Data Quality Assessment
By Arkady Maydanchik
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Articles from this Site
- Survey: Data Quality Key to Risk Management, Transparency
- New Data Management Program from DataFlux
- MDM Achieving Maturity in Enterprises
- Open Source MDM From Talend
- Forum Endorses 70 Quality Measures
- More Articles from this Site
White Papers
- Data Quality Essentials: A Project Manager's Guide to Data Quality
- Data Quality and Cost Reduction
- Overall Approach to Data Quality ROI
- Data Quality Remediation
- Observing Data Quality SLAs by David Loshin
- More White Papers
Web Seminars
- The Learning Curve: Best Practices in Data Resource Management
- Streamlining the Business of Healthcare Through Effective Information Delivery
- The Learning Curve: The Growing Profession of Data Quality
- The Learning Curve: Data Quality Fundamentals
- The Learning Curve: Ensuring Data Quality in Data Integration
- More Web Seminars
eLearning
- Data Quality Assessment
- Data Resource Quality: Turning Bad Habits into Good Practices
- Data Quality Fundamentals
- The Data Model Scorecard
- More eLearning
Books
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