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Using ORM-Based Models as a Foundation for a Data Quality Firewall in an Advanced Generation Data Warehouse

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On the Move to Meaningful Internet Systems 2006: OTM 2006 Workshops (OTM 2006)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 4278))

Abstract

Data Warehouses typically represent data being integrated from multiple source systems. There are inherent data quality problems when data is being consolidated in terms of data semantics, master data integration, cross functional business rule conflicts, data cleansing, etc. This paper demonstrates how multiple Object Role Models were successfully used in establishing a data quality firewall architecture to define an Advanced Generation Data Warehouse. The ORM models realized the 100% Principle in ISO TR9007 Report on Conceptual Schemas, and were transformed into attribute-based models to generate SQL DBMS schemas. These were subsequently used in RDBMS code generation for a 100% automated implementation for the data quality firewall checks based on the described architecture. This same Data Quality Firewall approach has also been successfully used in implementing multiple web based applications, characteristically yielding 35-40% savings in development costs.

An erratum to this chapter can be found at http://dx.doi.org/10.1007/11915072_109.

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References

  1. Gartner Group Report: see Gartner Press Release (February 24, 2005), Gartner Website – Media relations http://www.gartner.com/press_releases/pr2005.html

  2. ISO/IEC TR9007:1987 Technical Report on Concepts and Terminology for the Conceptual Schema and the Information Base. van Greutheuysen, J. (ed.) International Standards Organization, Geneva

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  4. ISO/IEC 9075-1, 2, 3, 4, 9, 10, 11, 13, 14 Database Language SQL (2003)

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© 2006 Springer-Verlag Berlin Heidelberg

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Piprani, B. (2006). Using ORM-Based Models as a Foundation for a Data Quality Firewall in an Advanced Generation Data Warehouse. In: Meersman, R., Tari, Z., Herrero, P. (eds) On the Move to Meaningful Internet Systems 2006: OTM 2006 Workshops. OTM 2006. Lecture Notes in Computer Science, vol 4278. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11915072_18

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  • DOI: https://doi.org/10.1007/11915072_18

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-48273-4

  • Online ISBN: 978-3-540-48276-5

  • eBook Packages: Computer ScienceComputer Science (R0)

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