doeldata

Doeldata is a term used in data management to describe the target data state or the data quality objectives that a project aims to achieve. It refers to the specifications for the data that systems should produce or maintain, including attributes such as completeness, accuracy, timeliness, consistency, and validity. Doeldata is not a single dataset; it is a defined set of targets or requirements that guide data collection, transformation, and validation efforts.

In practice, doeldata is established during project scoping and governance planning. It serves to align data-related activities with business objectives by providing clear acceptance criteria for data quality and structure. Teams use doeldata to design data models, validation rules, and data quality dashboards, and to communicate expectations between data producers and data consumers. Metrics and reports are then used to monitor progress toward the target state.

Common elements of doeldata include required data elements, acceptable value ranges, formats, and timing requirements. For example, a customer data target might specify that at least 98% of records have a valid email, 95% have a complete address, and data should be refreshed within 24 hours of source updates. Doeldata can also specify governance aspects, such as ownership, stewardship, and change-control procedures.

Doeldata interacts with concepts like source data (bron data), data quality, data governance, and master data management. Its effectiveness depends on clear definitions, measurable criteria, and ongoing alignment with business needs. Limitations arise when targets are poorly defined or not maintained over time.

See also: data governance, data quality, master data management, data lineage.