Enterprise Architecture Analysis for Data Accuracy Assessments

Per Närman, Pontus Johnson, M. Ekstedt, M. Chenine, J. König
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引用次数: 28

Abstract

Poor data in information systems impede the quality of decision-making in many modern organizations. Manual business process activities and application services are never executed flawlessly which results in steadily deteriorating data accuracy, the further away from the source the data gets, the poorer its accuracy becomes. This paper proposes an architecture analysis method based on Bayesian Networks to assess data accuracy deterioration in a quantitative manner. The method is model-based and uses the ArchiMate language to model business processes and the way in which data objects are transformed by various operations. A case study at a Swedish utility demonstrates the approach.
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数据准确性评估的企业架构分析
在许多现代组织中,信息系统中糟糕的数据阻碍了决策的质量。手动业务流程活动和应用程序服务永远不会完美地执行,这导致数据准确性不断下降,数据离源越远,其准确性就越差。提出了一种基于贝叶斯网络的体系结构分析方法,对数据精度退化进行定量评估。该方法是基于模型的,并使用ArchiMate语言对业务流程和各种操作转换数据对象的方式进行建模。瑞典一家公用事业公司的案例研究演示了这种方法。
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