Data quality: A survey of data quality dimensions
By F. Sidi, Payam Hassany Shariat Panah, L. S. Affendey, M. Jabar, H. Ibrahim, A. Mustapha. 2012
216 citations recorded by the source corpus.
Nowadays, activities and decisions making in an organization is based on data and information obtained from data analysis, which provides various services for constructing reliable and accurate process. As data are significant resources in all organizations the quality of data is critical for managers and operating processes to identify related performance issues. Moreover, high quality data can increase opportunity for achieving top services in an organization. However, identifying various aspects of data quality from definition, dimensions, types, strategies, techniques are essential to equip methods and processes for improving data. This paper focuses on systematic review of data quality dimensions in order to use at proposed framework which combining data mining and statistical techniques to measure dependencies among dimensions and illustrate how extracting knowledge can increase process quality.
Subfields: Information Systems, Management Information Systems, Management Science and Operations Research
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Information Systems
In Management Science and Operations Research
Citations in the corpus
- A Survey on Cleaning Dirty Data Using Machine Learning Paradigm for Big Data Analytics (2018, background): “Data quality is generally described as the capability of data to satisfy stated and implied needs when used under specified conditions [18].”
- Ready or Not, AI Comes— An Interview Study of Organizational AI Readiness Factors (2020, background): “AI-relevant data quality dimensions include, for instance, completeness and correctness (Sidi et al. 2012).”
- Big Data Quality: A Quality Dimensions Evaluation (2016, methodology): “Types: according to [12] and [13] the data is always recorded using a schema providing a wellorganized structure.”