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Author Askira Gelman, Irit
Source ACM Digital Library
Content type Text
Publisher Association for Computing Machinery (ACM)
File Format PDF
Copyright Year ©2011
Language English
Subject Domain (in DDC) Computer science, information & general works ♦ Data processing & computer science
Subject Keyword GIGO ♦ Multi-criteria satisficing decisions ♦ Accuracy ♦ Analytical modeling ♦ Data quality ♦ Data quality management ♦ Garbage in garbage out
Abstract The relationship between data accuracy and the resulting information accuracy is of great interest in numerous problem domains. An understanding of this relationship can improve the efficiency of data management and increase the accuracy and utility of information in problem-solving settings. Nonetheless, our understanding of that relationship is still partial. In fact, even the sign of the relationship is not well understood. Nearly all researchers have embraced the popular belief in GIGO (Garbage In, Garbage Out), which indicates a strong positive link between input accuracy and output accuracy. However, there is evidence that hints to a more complex association. This article addresses the relationship between input accuracy and output accuracy, particularly the sign of that relationship, in satisficing decisions that apply a conjunctive or disjunctive rule for combining selected criteria. Analysis of a simple scenario shows a surprising result: the sign of that relationship varies; higher input accuracy can lead to lower output accuracy. This article derives criteria that determine the sign of the relationship and explains and illustrates conditions in which the sign is negative. The findings of this research imply certain rules for guiding data quality management resource allocation and design decisions in similar scenarios.
ISSN 19361955
Age Range 18 to 22 years ♦ above 22 year
Educational Use Research
Education Level UG and PG
Learning Resource Type Article
Publisher Date 2011-02-01
Publisher Place New York
e-ISSN 19361963
Journal Journal of Data and Information Quality (JDIQ)
Volume Number 2
Issue Number 2
Page Count 27
Starting Page 1
Ending Page 27

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Source: ACM Digital Library