Declaration, Exploration, Enhancement and Provenance: The DEEP Approach to Data Quality Management Systems (2014-2016)
Abstract
The project proposes the DEEP (Declaration, Exploration, Enhancement, Provenance) approach to data quality management. The approach adopts a whole-of-data-cycle view towards addressing complex and emerging problems in data quality management and aims to develop novel and comprehensive mechanisms to improve data quality measurement, enforcement and monitoring. Due to the application-centric nature of DEEP, the outcomes from the project are expected to increase user understanding of data characteristics, improve interpretability of information derived from large, multi-source data sets and contribute to enhancement of data literacy levels in involved user communities.