Title: Utility-driven configuration of data quality in data repositories
Authors: Adir Even, G. Shankaranarayanan
Addresses: Information Systems Department, Boston University School of Management, 595 Commonwealth Avenue, Boston, MA 02215, USA. ' Information Systems Department, Boston University School of Management, 595 Commonwealth Avenue, Boston, MA 02215, USA
Abstract: The economic benefits of data quality have rarely been researched and quantified. Does the business benefit gained justify the high cost of data quality improvement? Understanding these costs and benefits can direct and improve the implementation and maintenance of data repositories. Here we evaluate the effects of targeted quality levels in data repositories – targeting higher completeness and/or accuracy increases the utility of the data, but involves higher costs. Modelling utility cost effects helps assess quality configuration tradeoffs for optimising economic performance of data repositories. Using the model, we examine different configurations and demonstrate the effect of economics-driven evaluation on data management decisions.
Keywords: data quality management; DQM; quality dimensions; data repositories; data warehouse; DW; optimal design; information value; information quality; data quality improvement; economic benefits; cost justification; utility costs; data management.
International Journal of Information Quality, 2007 Vol.1 No.1, pp.22 - 40
Published online: 23 Apr 2007 *
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