Communications of the ACM · 2002 · 1.6K citations · 8 references
Total Quality ManagementEngineeringData ScienceBusiness IntelligenceQuality MetricMetadata QualityManagementBusinessData QualityInformation QualityData IntegrationQuality CharacteristicInformation ManagementData Quality AssessmentData ManagementStatisticsAd Hoc BasisUsable Metrics
How good is a company's data quality? Answering this question requires usable data quality metrics. Currently, most data quality measures are developed on an ad hoc basis to solve specific problems [6, 8], and fundamental principles necessary for developing usable metrics in practice are lacking. In this article, we describe principles that can help organizations develop usable data quality metrics.
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Anchoring data quality dimensions in ontological foundations
Yair Wand, Richard Y. Wang · Communications of the ACM · 1996 · 1.4K citations · Full text