Configurative Reference Model-based Development of Data Warehouse Systems
نویسنده
چکیده
Developing Data Warehouse Systems requires specifications of the underlying business need in the form of information models. The development of information models is often both expensive and extensive. Against this background, reference models provide useful means to reduce the costs of information modelling, because they can be used as a starting point for the construction of project-specific information models. However, reference models only provide benefits if the reduced effort resulting from their application is not overlapped by the adaptation costs. In this context, configurable reference models comprise rules which allow modifications of the original reference model depending on company or project individual determinations of configuration parameters. This paper provides concepts for a reference model-based Data Warehouse System development. Extensions of multi-dimensional modelling techniques are proposed which allow for configuring reference models. Moreover, influences of these reference models on the Data Warehouse engineering process are discussed and an appropriate tool support is presented. 1. MOTIVATION From a business perspective, developing Data Warehouse Systems is an integrative task of organisational and application system design. Within the organisational scope, it is necessary to identify what kind of data has to be provided to whom (decision maker) for what kind of management decision (Holten 2003). Within the application system scope, it is necessary to implement the underlying data basis whereupon this task comprises selection and configuration of relevant Software and Hardware components for the Data Warehouse System architecture (Inmon, Hackathorn 1994). In this context, information models foster the structuring of the two design areas (Karami 1988; Kotterman, Konsynski 1984). Depending on their technical relationship, information models are e. g. divided into the phases requirements definition, design specification, and implementation (e. g. Scheer 1992). Requirements definitions specify original business demands as they describe “what” the
منابع مشابه
Ontology Support for Configurative Reference Modeling
The manual customization of reference information models to suite special purposes is an exhaustive task that has to be accomplished thoroughly to preserve, expatiate and extend the inherent intention. This can be facilitated by the usage of automatisms like those being provided by the configurative reference modeling approach. Thus, the reference information model has to be enriched by data de...
متن کاملThe optimal warehouse capacity: A queuing-based fuzzy programming approach
Among the various existing models for the warehousing management, the simultaneous use of private and public warehouses is as the most well-known one. The purpose of this article is to develop a queuing theory-based model for determining the optimal capacity of private warehouse in order to minimize the total corresponding costs. In the proposed model, the available space and budget to create a...
متن کاملTowards a Configurative Publication Schema for Design Science Research
Design science research (DSR) has matured and gained acceptance as an appropriate information systems research method. Despite the increasing number of DSR publications there is still no common sense and no comprehensive guidance how to present DSR in scientific literature. Therefore, this paper investigates the potential of a configurative DSR publication schema by means of a reference model a...
متن کاملProcess Reference Model for Data Warehouse Development - A Consensusoriented Approach
IS literature provides a variety of Data Warehouse development methodologies focussing on technical issues, for instance the automatical generation of Data Warehouse or OLAP schemata from conceptual graphical models or the materialization of views. On the other hand, we can observe a growing influence of conceptual modelling in the move of general IS development which is specifically addressing...
متن کاملUsing Reference Models for Data Warehouse Metadata Management
Based on experience from applying the Common Warehouse Metamodel to metadata management at a large Swiss bank, the applicability of metadata reference models in complex application domains is analyzed. In order to explain the context of the case, the state-of-the-art of the Common Warehouse Metamodel and its application for data warehouse management are summarized. Based on the project experien...
متن کامل