For the first time and in contrast to all existing data quality tool surveys, we conducted a systematic search, in which we identified 667 software tools dedicated to “data quality.” To evaluate the tools, we compiled a requirements catalog with three functionality areas: (1) data profiling, (2) data quality measurement in terms of metrics, and (3) automated data quality monitoring. In this work, we close the gap between data quality research and practical implementations with a detailed investigation on how data quality measurement and monitoring concepts are implemented in state-of-the-art tools. However, from a scientific perspective, a lot of research has been published about the measurement (i.e., the detection) of data quality issues and different generally applicable data quality dimensions and metrics have been discussed.

In practical scenarios, data quality is typically associated with data preprocessing, profiling, and cleansing for subsequent tasks like data integration or data analytics. High-quality data is key to interpretable and trustworthy data analytics and the basis for meaningful data-driven decisions. 2Software Competence Center Hagenberg GmbH, Hagenberg, Austria.1Institute for Application-Oriented Knowledge Processing (FAW), Johannes Kepler University, Linz, Austria.Most popular create e mail in File & Disk Management downloads for Vista

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