Data quality – Data quality management: Organizational process maturity assessment: Application of standards relating to process assessment
Last updated: 7 Jan 2025
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Abstract
The ability to create, collect, store, maintain, transfer, process and present information and data to support business processes in a timely and cost effective manner requires both an understanding of the characteristics of the information and data that determine its quality, and an ability to measure, manage and report on information and data quality.
ISO 8000 defines characteristics of information and data that determine its quality, and provides methods to manage, measure and improve the quality of information and data.
When assessing the quality of data, it is useful to perform the assessment in accordance with documented methods. It is also important to document the tailoring of standardized methods with respect to the expectation and requirements pertinent to the business case at hand.
ISO 8000 includes parts applicable to all types of data and parts applicable to specific types of data. ISO 8000 can be used independently or in conjunction with quality management systems.
There is a limit to data quality improvement when only the nonconformity in data is corrected, since the nonconformity can recur in other data. However, when the root causes of the data nonconformity and their related data are traced and corrected through data quality management processes, recurrence of the same type of data nonconformity can be prevented. Therefore, a framework for process-centric data quality management is required to improve data quality more effectively and efficiently. Furthermore, data quality can be improved by assessing processes and changing underperforming processes found during that assessment.
This part of ISO 8000 specifies how organizations can use a maturity model in assessing their process maturity with respect to data quality management as specified in ISO 8000-61.
This assessment requires the use of assessment indicators and can use the measurement stack specified by ISO 8000-63 to determine these indicators.
This part of ISO 8000 can be used on its own or in conjunction with other parts of ISO 8000.
This part of ISO 8000 is intended for use by those actors that have a vested interest in information or data quality, with a focus on one or more information systems both inter- and intra-organisation views, throughout all data life cycle phases.
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