Multi-domain Master Data Management: Advanced Mdm and Data Governance in Practice
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Amsterdam [u.a.]
Elsevier Morgan Kaufmann
2015
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XXIV, 219 S. |
| ISBN: | 9780128008355 |
Internformat
MARC
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| 245 | 1 | 0 | |a Multi-domain Master Data Management |b Advanced Mdm and Data Governance in Practice |c Mark Allen ; Dalton Cervo |
| 264 | 1 | |a Amsterdam [u.a.] |b Elsevier Morgan Kaufmann |c 2015 | |
| 300 | |a XXIV, 219 S. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-027942871 | ||
Datensatz im Suchindex
| _version_ | 1804153251803693056 |
|---|---|
| adam_text | Contents
Dedication
..........................................................................................................
v
Endorsements
....................................................................................................
vii
Acknowledgments
...............................................................................................xv
About the Authors
............................................................................................xvii
Preface
.............................................................................................................xix
PARTI Planning Your Multi-Domain Initiative
.....................................1
Chapter
1:
Strategy, Scope, and Approach
.............................................................3
Defining Multi-domain
MDM
.......................................................................................3
Multi-domain
MDM
Strategy and Approach
................................................................5
How and Where to Start?
...............................................................................................7
Top-Down Approach
..................................................................................................8
Middle-Out Approach
................................................................................................9
Bottom-Up Approach
.................................................................................................9
Top-Down and Middle-Out Approach
.....................................................................
IO
Multi-domain
MDM
Scope
.........................................................................................
IO
Data Governance
......................................................................................................
11
Data Stewardship
.....................................................................................................12
Data Quality Management
.......................................................................................13
Data Integration and Synchronization
.....................................................................14
Metadata Management
.............................................................................................15
Kntity Resolution
.....................................................................................................16
Reference Data Management
...................................................................................19
Creale-Read-Update-Delete
(CRUD)
Management
................................................20
Data Security
............................................................................................................21
Data Architecture
.....................................................................................................22
Conclusion
...................................................................................................................23
Chapter
2:
Defining and Prioritizing Master Data
.................................................25
Identifying Domains
....................................................................................................26
Identifying Master Data
...............................................................................................26
Identifying Sources of Master Data
.............................................................................28
tx
Contents ____________________________________
Determining the Master Data Elements
.......................................................................30
Defining the Most Critical Data Elements
...............................................................32
Business Definition Conflicts
......................................................................................33
Prioritizing Domains
....................................................................................................34
Conclusion
...................................................................................................................34
Chapter
3:
Architecture and Technology Considerations
.........................................37
Multi-domain
MDM
Technological Background
........................................................37
MDM
Architectures and Styles
...................................................................................39
Registry-Style
MDM
...............................................................................................41
Transaction-or Persistent-Style
MDM
....................................................................43
Hybrid-Style
MDM
..................................................................................................44
Multi-domain
MDM
Technical Implementation Considerations
................................46
Data Model
...............................................................................................................47
Data Integration
.......................................................................................................48
Entity Resolution
.....................................................................................................49
Data Synchronization or Propagation
......................................................................50
Technical
Considérations
to Other Major Functions
...................................................51
What About Big Data?
.................................................................................................53
Conclusion
...................................................................................................................54
Chapter
4:
Program Management Office Implementation
.......................................55
Business and IT Alignment Considerations
................................................................57
Building Cross-Functional Alignment
.........................................................................58
Coordination of
MDM
Roles and Responsibilities
.....................................................59
Handling Organization Change
...................................................................................61
Change Impacts
........................................................................................................61
PMO Tools and Processes
...........................................................................................63
Program Communication
.............................................................................................63
Program Value
.............................................................................................................63
Issue Management and Resolution
..............................................................................64
Reporting the Problem
.............................................................................................65
Assigning and Escalating the Problem
....................................................................65
Tracking and Closing the Problem
...........................................................................66
Conclusion
...................................................................................................................66
Chapter
5:
Defining a Cross-Domain Maturity Model
............................................69
Maturity States
.............................................................................................................69
How and Where Can Maturity Be Measured?
.............................................................70
Data Governance Maturity
.......................................................................................71
Data Stewardship Maturity
......................................................................................72
Data Integration Maturity
........................................................................................73
Data Quality Maturity
..............................................................................................74
Metadata Management Maturity
..............................................................................75
Domain Maturity Measurement Views
....................................................................76
Conclusion
...................................................................................................................77
χ
Contents
PART II Implementing the Multi-Domain Model
.................................79
Chapter
6:
Establishing Multi-Domain Data Governance
........................................81
The Data Governance Role and Relationship with
MDM
...........................................82
Domain Jurisdiction and Line of Business (LOB) Representation
..........................83
Define Policies and Rules
........................................................................................86
Quality Standards and Priorities
..............................................................................87
Issue Resolution
.......................................................................................................88
Enterprise Communication
......................................................................................91
Conclusion
...................................................................................................................92
Chapter
7:
Data Stewardship
..............................................................................95
What Is the Current State of Data Governance?
..........................................................96
Should Data Steward Be a Formal Job Role and Job Title?
.....................................97
Leveraging IT and Business Support
.......................................................................98
What is the Right Data Steward Approach Within Each
MDM
Domain?
...................................................................................................100
Data Stewardship in a Centralized Data Hub Architecture
....................................101
Data Stewardship in a Decentralized Model
..........................................................102
Data Stewardship Across a Federated Data Governance Model
...........................103
How to Engage Data Stewards in Data Access Control Processes?
..........................104
What Processes and Technologies Are Needed to Support Data
Steward Roles?
...................................................................................................106
Conclusion
.................................................................................................................107
Chapter
8:
Data Integration
.............................................................................109
Why Is Data Integration Necessary?
.........................................................................
I09
Identify Sources of Master Data and Determine Master
Data Elements
Define Attributes to Uniquely Identify an Entity (Identity Resolution)
Recognize
SOR
for Each Master Data Element
....................................
Conduct Entity Matching (Record Linkage)
..........................................
Apply Business and Data-Quality Rules
................................................
Assembling a Golden Record (Survivorship)
........................................
Publish and Synchronize the Golden Record
.........................................
Data Integration Life Cycle
Gather Requirements
..
Discover and Assess Data.
И
I!
ІЗ
16
17
18
19
19
19
Review Assessment Against Requirements
...........................................................124
Plan and Design
.....................................................................................................125
Implement
..............................................................................................................126
Verify and Validate
.................................................................................................127
Synchronize and Monitor
.......................................................................................128
Entity Resolution Within the Data Integration Life Cycle
........................................129
Conclusion
.................................................................................................................130
xi
Contents
Chapter
9: Data
Quality
Management...............................................................131
DQM in
a Multi-domain
MDM
Environment
...........................................................131
A Daia-Quality Model
...............................................................................................132
Planning and Oversight
..........................................................................................133
Data-Quality Services
............................................................................................133
Metrics and Reports
...............................................................................................134
Technology Evaluation
..........................................................................................134
Training and Communication
................................................................................135
Data-Quality Improvement Cycle and Activities
......................................................136
Initiate
....................................................................................................................138
Assessand
Define
..................................................................................................140
Design and Validate
...............................................................................................141
Implement and Validate
.........................................................................................155
Monitor and Control
..............................................................................................156
Conclusion
.................................................................................................................160
Chapter
10:
Metadata Management
..................................................................161
Metadata Management in the Context of Multi-Domain
MDM
...............................
I6I
Metadata in a Typical Company
................................................................................
I63
Internal and External Data Sources
........................................................................
1
65
Data Models
...........................................................................................................
I66
Interfaces and Transformations
..............................................................................
1
67
Analytics and Reporting
........................................................................................
I68
Correspondence and Legal Documents
..................................................................168
Business Definitions and Processes
.......................................................................169
Business and Data-Quality Rules
...........................................................................169
Business Applications User Interfaces
.................................................................170
Metadata Management Goals
....................................................................................
1
70
Organizing Metadata Management
............................................................................174
Business Track Organization
.................................................................................174
Technical Track Organization
................................................................................175
Connecting the Busine?» and Technical Tracks
.....................................................176
Conclusion
.................................................................................................................177
PARTIU Sustainability
and Improvement
........................................179
Chapter
11:
Performance Measurement
.............................................................
Strategic-Level Measurements
...................................................................................
jg3
MDM
Roadmapand Maturity Tracking
................................................................
jg3
Key Performance Indicators
...................................................................................184
Tactical-Level Measurements
....................................................................................
¡g6
MDM
Roadmapand Maturity Tracking
................................................................
Program Activity Metrics
.......................................................................................
x»
Contents
Quality Dashboards
................................................................................................187
Partner/Vendor Performance
..................................................................................187
Operational-Level Measurements
..............................................................................188
Data Management Processes
..................................................................................188
Issue Resolution Tracking
......................................................................................190
Data Steward Performance
.....................................................................................191
Service-Level Agreements
.....................................................................................192
Other Factors That Can Influence Performance Measurements
................................192
Conclusion
.................................................................................................................193
Chapter
12:
Continuous Improvement
................................................................195
Continuous Improvement in a Nutshell
.....................................................................
I96
Continuous Improvement in Multi-Domain
MDM
...................................................
I97
Continuous Improvement in Data Governance
......................................................
I97
Continuous Improvement in Data Stewardship
.....................................................
2(X)
Continuous Improvement in Data Integration
........................................................
201
Continuous Improvement in DQM
........................................................................203
Continuous Improvement in Metadata Management
.............................................208
Conclusion
.................................................................................................................
2I2
Index
..............................................................................................................275
XIII
|
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| language | English |
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| publishDate | 2015 |
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| spelling | Allen, Mark Verfasser (DE-588)1071316478 aut Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice Mark Allen ; Dalton Cervo Amsterdam [u.a.] Elsevier Morgan Kaufmann 2015 XXIV, 219 S. txt rdacontent n rdamedia nc rdacarrier Mehrdomänennetz (DE-588)4426070-2 gnd rswk-swf Datenmanagement (DE-588)4213132-7 gnd rswk-swf Datenmanagement (DE-588)4213132-7 s Mehrdomänennetz (DE-588)4426070-2 s DE-604 Cervo, Dalton 1967- Sonstige (DE-588)1014491126 oth Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027942871&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Allen, Mark Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice Mehrdomänennetz (DE-588)4426070-2 gnd Datenmanagement (DE-588)4213132-7 gnd |
| subject_GND | (DE-588)4426070-2 (DE-588)4213132-7 |
| title | Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice |
| title_auth | Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice |
| title_exact_search | Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice |
| title_full | Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice Mark Allen ; Dalton Cervo |
| title_fullStr | Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice Mark Allen ; Dalton Cervo |
| title_full_unstemmed | Multi-domain Master Data Management Advanced Mdm and Data Governance in Practice Mark Allen ; Dalton Cervo |
| title_short | Multi-domain Master Data Management |
| title_sort | multi domain master data management advanced mdm and data governance in practice |
| title_sub | Advanced Mdm and Data Governance in Practice |
| topic | Mehrdomänennetz (DE-588)4426070-2 gnd Datenmanagement (DE-588)4213132-7 gnd |
| topic_facet | Mehrdomänennetz Datenmanagement |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027942871&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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