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The Data Quality Concept of Accuracy in the Context of Public Use Data Sets

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dc.creator Kuchler, Carsten
dc.creator Spiess, Martin
dc.date 2006
dc.date.accessioned 2013-10-16T07:00:11Z
dc.date.available 2013-10-16T07:00:11Z
dc.date.issued 2013-10-16
dc.identifier http://hdl.handle.net/10419/18479
dc.identifier ppn:512766991
dc.identifier.uri http://koha.mediu.edu.my:8181/xmlui/handle/10419/18479
dc.description Like other data quality dimensions, the concept of accuracy is often adopted to characterise a particular data set. However, its common specification basically refers to statistical properties of estimators, which can hardly be proved by means of a single survey at hand. This ambiguity can be resolved by assigning ?accuracy? to survey processes that are known to affect these properties. In this contribution, we consider the sub-process of imputation as one important step in setting up a data set and argue that the so called ?hit-rate? criterion, that is intended to measure the accuracy of a data set by some distance function of ?true? but unobserved and imputed values, is neither required nor desirable. In contrast, the so-called ?inference? criterion allows for valid inferences based on a suitably completed data set under rather general conditions. The underlying theoretical concepts are illustrated by means of a simulation study. It is emphasised that the same principal arguments apply to other survey processes that introduce uncertainty into an edited data set.
dc.language eng
dc.publisher Deutsches Institut für Wirtschaftsforschung (DIW) Berlin
dc.relation DIW-Diskussionspapiere 586
dc.rights http://www.econstor.eu/dspace/Nutzungsbedingungen
dc.subject C15
dc.subject C13
dc.subject C81
dc.subject C11
dc.subject C42
dc.subject ddc:330
dc.subject Survey Quality
dc.subject Survey Processes
dc.subject Accuracy
dc.subject Assessment of Imputation Methods
dc.subject Multiple Imputation
dc.title The Data Quality Concept of Accuracy in the Context of Public Use Data Sets
dc.type doc-type:workingPaper


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