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Framework for Corporate Data 
Quality Management 
Assessing the Organization’s Data Quality Management 
Capabilities
Contents 
Contents 
1. Purpose of the Document ....................................................................................................5 
2. The Business Perspective on Corporate Data Quality .............................................................6 
3. Basic Concepts ....................................................................................................................9 
3.1 Corporate Data Quality Management ..............................................................................9 
3.1.1 Corporate Data and Master Data ..............................................................................9 
3.1.2 Quality aspects of Corporate Data ............................................................................9 
3.1.3 Management of Corporate Data Quality..................................................................10 
3.2 EFQM Excellence Model 2010 .......................................................................................10 
3.3 RADAR .........................................................................................................................11 
2 
4. The EFQM Excellence Model and the Framework for Corporate Data Quality 
Management ....................................................................................................................13 
5. The Framework for Corporate Data Quality Management ...................................................14 
5.1 Enablers .......................................................................................................................15 
5.1.1 Strategy ................................................................................................................15 
5.1.2 Controlling ............................................................................................................16 
5.1.3 Organization & People ...........................................................................................17 
5.1.4 Processes & Methods.............................................................................................17 
5.1.5 Data Architecture ..................................................................................................19 
5.1.6 Applications...........................................................................................................20 
5.2 Results .........................................................................................................................21 
5.2.1 Customer Results ...................................................................................................21 
5.2.2 People Results .......................................................................................................22 
5.2.3 Society Results.......................................................................................................22 
5.2.4 Key Results ............................................................................................................24 
6. Implementing the Framework for Corporate Data Quality Management ..............................25 
6.1 The Self-Assessment process .........................................................................................25 
6.2 Choosing the right Self-Assessment technique ...............................................................27 
6.3 Further Help .................................................................................................................28 
6.3.1 EFQM resources ....................................................................................................28 
6.3.2 CDQM resources....................................................................................................29 
6.3.3 Consortium CC CDQ ...............................................................................................29 
6.3.4 Tools .....................................................................................................................30 
Appendix A Assignment of Result Types to Enabler Criteria...........................................31 
Appendix B Self-Assessment Tool ................................................................................32 
Appendix C Linking of EFQM Fundamental Concepts to the Framework for 
Corporate Data Quality Management.................................................................................33 
Glossary of Terms .......................................................................................................................34 
Acknowledgements ....................................................................................................................37
Information on EFQM and IWI-HSG 
Information on EFQM and IWI-HSG 
The European Foundation for Quality Management (EFQM®) and the Institute for Informa-tion 
3 
Management of the University of St. Gallen (IWI-HSG) have a strategic alliance to pro-mote 
Corporate Data Quality Management (CDQM) to European organizations and their 
partners. As part of this, the Framework for CDQM has been developed jointly by EFQM, 
IWI-HSG and their respective partners. 
EFQM 
EFQM is a not for profit membership foundation. For the past twenty years EFQM has 
shared what works between their member organizations as a way to help them implement 
their strategies. EFQM brings together organizations striving for sustainable excellence. 
Through their network of members comprising private and public organizations of every size 
and sector, many active around the world, EFQM applies its know-how and extracts out-standing 
approaches by engaging with executives and front-line managers. EFQM is the cus-todian 
of the EFQM Excellence Model, a non-prescriptive framework that can be used to 
gain a holistic view of any organization regardless of size, sector or maturity. Over the past 
20 years, the EFQM Excellence Model has been a blueprint for EFQM members and organi-zations 
across and beyond Europe to develop a culture of excellence, access good practices, 
drive innovation and improve their results. Those organizations have become more atten-tive 
to the needs of their stakeholders. They have learned how to learn, innovate and im-prove 
their overall performance. Their leaders have increased their abilities to take i n-formed 
decisions and to understand the drivers of their strategy. Many of those organiza-tions 
have acted as role models for other organizations, winning management practices 
have been re-used and adapted through EFQM "sharing what works". This has led to a sig-nificant 
reduction of waste, increased economic efficiencies and improved societal relations. 
EFQM is now actively helping to prepare a new generation of business leaders by offering 
training and development opportunities built on practice-based learning and exchange be-tween 
organizations. Exchanges are underpinned by shared tools for assessment, calibrated 
during two decades of use within companies and as the basis for discerning the EFQM Excel-lence 
Award, Europe's most prestigious award for organizations. 
IWI-HSG 
The Competence Center Corporate Data Quality (CC CDQ) is a collaborative research pro-gram 
comprising renowned enterprises from various industries, plus the Institute for Infor-mation 
Management of the University of St. Gallen (IWI-HSG) as the coordinator and scien-tific 
director of the program. By order of the consortium, IWI-HSG develops best practices

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Was sind die Rahmenbedingungen für ein erfolgreiches Datenqualitätsmanagement?

  • 1. Framework for Corporate Data Quality Management Assessing the Organization’s Data Quality Management Capabilities
  • 2.
  • 3. Contents Contents 1. Purpose of the Document ....................................................................................................5 2. The Business Perspective on Corporate Data Quality .............................................................6 3. Basic Concepts ....................................................................................................................9 3.1 Corporate Data Quality Management ..............................................................................9 3.1.1 Corporate Data and Master Data ..............................................................................9 3.1.2 Quality aspects of Corporate Data ............................................................................9 3.1.3 Management of Corporate Data Quality..................................................................10 3.2 EFQM Excellence Model 2010 .......................................................................................10 3.3 RADAR .........................................................................................................................11 2 4. The EFQM Excellence Model and the Framework for Corporate Data Quality Management ....................................................................................................................13 5. The Framework for Corporate Data Quality Management ...................................................14 5.1 Enablers .......................................................................................................................15 5.1.1 Strategy ................................................................................................................15 5.1.2 Controlling ............................................................................................................16 5.1.3 Organization & People ...........................................................................................17 5.1.4 Processes & Methods.............................................................................................17 5.1.5 Data Architecture ..................................................................................................19 5.1.6 Applications...........................................................................................................20 5.2 Results .........................................................................................................................21 5.2.1 Customer Results ...................................................................................................21 5.2.2 People Results .......................................................................................................22 5.2.3 Society Results.......................................................................................................22 5.2.4 Key Results ............................................................................................................24 6. Implementing the Framework for Corporate Data Quality Management ..............................25 6.1 The Self-Assessment process .........................................................................................25 6.2 Choosing the right Self-Assessment technique ...............................................................27 6.3 Further Help .................................................................................................................28 6.3.1 EFQM resources ....................................................................................................28 6.3.2 CDQM resources....................................................................................................29 6.3.3 Consortium CC CDQ ...............................................................................................29 6.3.4 Tools .....................................................................................................................30 Appendix A Assignment of Result Types to Enabler Criteria...........................................31 Appendix B Self-Assessment Tool ................................................................................32 Appendix C Linking of EFQM Fundamental Concepts to the Framework for Corporate Data Quality Management.................................................................................33 Glossary of Terms .......................................................................................................................34 Acknowledgements ....................................................................................................................37
  • 4. Information on EFQM and IWI-HSG Information on EFQM and IWI-HSG The European Foundation for Quality Management (EFQM®) and the Institute for Informa-tion 3 Management of the University of St. Gallen (IWI-HSG) have a strategic alliance to pro-mote Corporate Data Quality Management (CDQM) to European organizations and their partners. As part of this, the Framework for CDQM has been developed jointly by EFQM, IWI-HSG and their respective partners. EFQM EFQM is a not for profit membership foundation. For the past twenty years EFQM has shared what works between their member organizations as a way to help them implement their strategies. EFQM brings together organizations striving for sustainable excellence. Through their network of members comprising private and public organizations of every size and sector, many active around the world, EFQM applies its know-how and extracts out-standing approaches by engaging with executives and front-line managers. EFQM is the cus-todian of the EFQM Excellence Model, a non-prescriptive framework that can be used to gain a holistic view of any organization regardless of size, sector or maturity. Over the past 20 years, the EFQM Excellence Model has been a blueprint for EFQM members and organi-zations across and beyond Europe to develop a culture of excellence, access good practices, drive innovation and improve their results. Those organizations have become more atten-tive to the needs of their stakeholders. They have learned how to learn, innovate and im-prove their overall performance. Their leaders have increased their abilities to take i n-formed decisions and to understand the drivers of their strategy. Many of those organiza-tions have acted as role models for other organizations, winning management practices have been re-used and adapted through EFQM "sharing what works". This has led to a sig-nificant reduction of waste, increased economic efficiencies and improved societal relations. EFQM is now actively helping to prepare a new generation of business leaders by offering training and development opportunities built on practice-based learning and exchange be-tween organizations. Exchanges are underpinned by shared tools for assessment, calibrated during two decades of use within companies and as the basis for discerning the EFQM Excel-lence Award, Europe's most prestigious award for organizations. IWI-HSG The Competence Center Corporate Data Quality (CC CDQ) is a collaborative research pro-gram comprising renowned enterprises from various industries, plus the Institute for Infor-mation Management of the University of St. Gallen (IWI-HSG) as the coordinator and scien-tific director of the program. By order of the consortium, IWI-HSG develops best practices