Title :
Taxonomy of data quality problems in multidimensional Data Warehouse models
Author :
Gongora de Almeida, Wesley ; de Sousa, Rafael T. ; de Deus, Flavio Elias ; Amvame Nze, Georges Daniel ; Lopes de Mendonca, Fabio Lucio
Author_Institution :
Dept. of Electr. Eng., Univ. of Brasilia, Brasilia, Brazil
Abstract :
The impact of poor data quality on the process of decision making, organizational trust and customer satisfaction is well known. In today´s organizations, Data Warehousing (DW) have offered support to business management and become part of natural and logical evolution for any decision support systems. In this scenario, DW solutions deployments have failed due to poor data quality implementations. Although some research has been devoted to investigating these problems, none has performed complete and thoroughly focused on examining quality issues manifests in its core component, i.e., the DW repository. This article presents a taxonomy for data quality issues, in the context of multidimensional data models, characteristic of DW. Finally, this work demonstrates that the proposed Taxonomy provides a more appropriate coverage to the problems of data quality and proposes its use in future works for quality measurements.
Keywords :
data warehouses; decision support systems; pattern classification; DW repository; DW solutions; business management; customer satisfaction; data quality problems taxonomy; data warehousing; decision making; decision support systems; multidimensional data warehouse models; organizational trust; quality measurements; Accuracy; Data models; Data warehouses; Organizations; Proposals; Taxonomy; Data Warehouse; data quality; dirty data; taxonomy;
Conference_Titel :
Information Systems and Technologies (CISTI), 2013 8th Iberian Conference on
Conference_Location :
Lisboa