dissertationResearch Output (Edinburgh Napier University)May 12, 2026GREEN OA

Data quality and data cleaning in database applications

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Abstract

Today, data plays an important role in people’s daily activities. With the help of some database applications such as decision support systems and customer relationship management systems (CRM), useful information or knowledge could be derived from large quantities of data. However, investigations show that many such applications fail to work successfully. There are many reasons to cause the failure, such as poor system infrastructure design or query performance. But nothing is more certain to yield failure than lack of concern for the issue of data quality. High quality of data is a key to today’s business success. The quality of any large real world data set depends on a number of factors among which the…

Citation impact

9
total citations
FWCI
Percentile
References
101
Citations per year

Authors

1

Topics & keywords

Keywords
  • Data quality
  • Computer science
  • Data governance
  • Data science
  • Quality (philosophy)
  • Business intelligence
  • Database
  • Database design
UN Sustainable Development Goals
  • Industry, innovation and infrastructure
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