Enhancing data quality in data warehouse environments
Communications of the ACM
Toward Reference Models for Requirements Traceability
IEEE Transactions on Software Engineering
Requirements traceability: Theory and practice
Annals of Software Engineering
Recovering Traceability Links between Code and Documentation
IEEE Transactions on Software Engineering
Modelling strategic relationships for process reengineering
Modelling strategic relationships for process reengineering
Eliciting service composition in a goal driven manner
Proceedings of the 2nd international conference on Service oriented computing
IBM Systems Journal - Model-driven software development
A UML profile for multidimensional modeling in data warehouses
Data & Knowledge Engineering - Special issue: ER 2003
Reconciling requirement-driven data warehouses with data sources via multidimensional normal forms
Data & Knowledge Engineering
GRAnD: A goal-oriented approach to requirement analysis in data warehouses
Decision Support Systems
An MDA approach for the development of data warehouses
Decision Support Systems
Macro-level Traceability Via Media Transformations
REFSQ '08 Proceedings of the 14th international conference on Requirements Engineering: Foundation for Software Quality
Integrating security and systems engineering: towards the modelling of secure information systems
CAiSE'03 Proceedings of the 15th international conference on Advanced information systems engineering
Organizational patterns for early requirements analysis
CAiSE'03 Proceedings of the 15th international conference on Advanced information systems engineering
A model-driven goal-oriented requirement engineering approach for data warehouses
ER'07 Proceedings of the 2007 conference on Advances in conceptual modeling: foundations and applications
Software traceability with topic modeling
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering - Volume 1
A survey of traceability in requirements engineering and model-driven development
Software and Systems Modeling (SoSyM)
Incorporating modules into the i* framework
CAiSE'10 Proceedings of the 22nd international conference on Advanced information systems engineering
CAiSE'11 Proceedings of the 23rd international conference on Advanced information systems engineering
MoDELS'05 Proceedings of the 2005 international conference on Satellite Events at the MoDELS
Proceedings of the fifteenth international workshop on Data warehousing and OLAP
Tracing conceptual models' evolution in data warehouses by using the model driven architecture
Computer Standards & Interfaces
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The complexity of the data warehouse (DW) development process requires to follow a methodological approach in order to be successful. A widely accepted approach for this development is the hybrid one, in which requirements and data sources must be accommodated to a new DW model. The main problem is that we lose the relationships between requirements, elements in the multidimensional (MD) conceptual models and data sources in the process, since no traceability is explicitly specified. Therefore, this hurts requirements validation capability and increases the complexity of Extraction, Transformation and Loading processes. In this paper, we propose a novel trace metamodel for DWs and focus on the relationships between requirements and MD conceptual models. We propose a set of Query/View/Transformation rules to include traceability in DWs in an automatic way, allowing us to obtain a MD conceptual model of the DW, as well as a trace model. Therefore, we are able to trace every requirement to the MD elements, further increasing user satisfaction. Finally, we show the implementation in our Lucentia BI tool.