Abstraction 97
Academic Achievement Award 333
Access 157
Accuracy 296
Action rules 95
Active data warehousing 209
Administrative meta-data 265
Advanced visualization and discovery 229
AGATE See France DGA Architecture Framework
ANSI / IEEE 1471-2000 68
ANSI / NISO Z39.19-2005 187
ANSI Standard 859 244
ANZLIC See Australian New Zealand Land Information Council
Application data layer 112
Architectural framework 67, 82
Architecture 65
Attribute 98
Auditing data security 159
Australian New Zealand Land Information Council 276
BABOK See Business Analysis Body of Knowledge
Backup files 133
Base II New Accord 50
BI application architect 220
Body of Knowledge 8, 11
BABOK 11
CBK 11
CITBOK 11
PMBOK Guide 11
SWEBOK 11
Boyce / Codd normal form 97
Brackett, Michael 332
Bridge table 215
BSP See Business Systems Planning
Bus 217
Business Analysis Body of Knowledge 11
Business architecture 65, 66
Business continuity group 133
Business Continuity Plan 245
Business data steward 5, 37, 40, 43, 119, 173, 176, 187, 190, 252
Business dimensional lifecycle 206
Tenets 206
Business entity 64, 73, 94
Conceptual 94
Business intelligence 197
Buy or build 227
Monitoring 232
Operational 209
Strategic 208
Tactical 208
Tools 225
User groups 225
Business intelligence architecture 80
Business intelligence management 7, 20, 41
Business intelligence value chain 315
Business knowledge 74
Business meta-data 262
Business relationship 76
Business rules 95, 119, 300, 305
Business subject area 74
Business Systems Planning 67, 79, 92
Business value chain 77
Business vobaculary 92
CAD / CAM See Computer Assisted Design and Manufacturing
Canada Bill 198 242, 328
Canadian Information Processing Society 11
Candidate key 99
Capital Planning and Investment Control 69
Card catalog 259
Cardinality rules 95
CBIP See Certified Business Intelligence Professional
CBK See Common Body of Knowledge
CCA See Clinger-Cohen Act
CDI See Customer data integration
CDMP See Certified Data Management Professional
CDMP certification
Accepted vendor certifications 323
Exam preparation 325
Examination 325
Mastery 322
Practitioner 322
Process 321
Qualifying examinations 323
Recertification 325
Scores 322
Certified Business Intelligence Professional 9
Certified Data Management Professional 9, 321
Certified Information Systems Security Professional 11
Change-capture mechanism 230
Chief data steward 43, 44
Chief information officer 43, 46
CIF See Corporate information factory
CIM See Common Information Model
CIO See Chief information officer
CIPS See Canadian Information Processing Society
CISSP See Certified Information Systems Security Professional
CITBOK See Canadian Information Technology Body of Knowledge
Citizen relationship management 52
Class words 113
Classification Framework 67
Clinger-Cohen Act 69
CobiT See Control objectives for information and related technology, See Control objectives for information and related technology.
Code management system 185
Code table 100, 174, 191
COE See Data management center of excellence
COI See Data management community of interest
Co-location 111
Common Body of Knowledge 11
Common Information Model 276
Common Warehouse Meta-data 274
Community Award 333
Completeness 296
Composite key 99
Computer assisted design and manufacturing 138
Conceptual business entity 94
Conceptual data model 72, 76, 93
Conceptual design review 114
Confidentiality classification 159
Configuration management 117
Conformed dimensions 216
Conformed facts 217
Content lifecycle 248
Content management 239, 248
Content management system 241, 248
Content Standard for Digital Geospatial Metadata 276
Context diagram
Data architecture management 64
Data development 87
Data governance 37
Data management 18
Data operations management 129
Data quality management 291
Data security management 151
Data warehousing and business intelligence management 198
Defined 27
Document and content management 240
Meta-data management 259
Reference and master data management 171
Control activity 24
Control objectives for information and related technology 38
Coordinating data steward 40
Corporate information factory 79, 201
Purpose 203
Cost-benefit ratio 315
Covey, Steven 223
CPIC See Capital Planning and Investment Control
CRM See Citizen relationship management, Customer relationship management
CRUD matrix 79
CSDGM See Content Standard for Digital Geospatial Metadata
Cultural change leadership 16
Currency 296
Customer data integration 178
Customer relationship management 52, 178
CWM See Common Warehouse Meta-data
DAMA 8
DAMA Dictionary of Data Management 11, 321
DAMA Foundation 8
DAMA International 8, 320
DAMA International Academic Achievement Award 333
DAMA International Community Award 333
DAMA International Conference Europe 9, 320
DAMA International Government Achievement Award 333
DAMA International Lifetime Achievement Award 332
DAMA International Professional Achievement Award 332
DAMA International Symposium 8, 320, 321
DAMA Mission 8
DAMA-DMBOK
Functional Framework 12, 14
Recurring themes 16
Structure 15
DAMA-DMBOK Guide 9, 20
Audience 10
Goals 9
Use 10
Dashboard 227
Data 2, 6
Structured format 3
Unstructured format 3
Data access services 109
Data administration 5, 129
Data analyst 101, 108, 111, 120
Data architect 43, 64, 71, 220
Data architecture 63, 81
Data architecture management 6, 19, 40, 63, 64
Context diagram 64
Guiding principles 81
Process summary 82
Data architecture steering committee 48
Data asset 6, 53
Value 53
Data attribute 64
Definition 98
Essential 76
Instance 98
Logical model 98
Data cleansing 231, 291
Data cleansing tools 185, 188
Data consistency 155
Data definition language 102
Data delivery architecture 64, 72, 82
Data deployment 6
Data design
Detailed 101
Data development 20, 40, 87
Context diagram 87
Guiding principles 120
Issues 123
Process summary 121
Responsibilities 87
Data dictionary 99
Data enhancement 311
Data entity 94
Data flow 79
Data governance 6, 19, 37, 40, 252, 294
Activities 45
Context diagram 37
Frameworks 55
Government analogy 42
Guiding principles 56
Issue management 50
Issues 59
Issues adjudicated 43
Procedures 51
Process summary 57
Responsibility for 42
Rules defined by 42
Scope 41
Unique 60
Uniqueness 38
Data governance council 42, 43, 44, 46, 48, 51, 53, 81, 132, 154
Data governance function 37
Data governance office 43, 44
Data governance strategy 45
Data hub model 183
Data implementation 116
Data integration 16
Data integration architecture 79, 80
Data integration procedure 190
Data integration specialist 111
Data lifecycle 3, 4
Data lineage 79, 161
Data management 4, 7, 17, 37, 319
Activities 21
Activity groups 24
Consumers 28
Deliverables 28
Elements 18
Function 18, 19
Goals 18
Individual roles 31
Initiatives 52
Inputs 28
Metrics 28
Mission 18
Non-strategic goals 19
Participants 28
Principles 19
Program 17
Software product classes 31
Specialized hardware 34
Suppliers 28
Technology categories 30
Tools 28
Types of organizations 29
Data Management
Context Diagram 18
Data management activities
Control 24
Development 24
Operational 24
Planning 24
Data Management Association See DAMA International
Data management center of excellence 43
Data management community of interest 44
Data management context diagram 18
Data Management Curriculum Framework 9
Data management executive 43, 44, 46, 81
Data management function 6
List 12
Data management implementation roadmap 47
Data management intranet website 55
Data management procedures 48
Components 49
Data management profession 8
Data management professional 5, 37, 43, 44, 319
Continuing education 321
Obligations 319
Data management program charter 47
Data management scope statement 47
Data management services 6, 43, 53
Reporting 44
Data mart
Purpose 222
Data matching 310
Data migration criteria 112
Data mining 229
Data model 73
Conceptual 93
Differences 91
Essential 73
Integrated 73
Integration 115
Logical 96
Physical 99
Purpose 91
Subject oriented 73
Validation 115
Versioning 115
Data modeling 73, 90
Logical 92
Methods 89
Physical 101
Standards 113
Data naming standards 113
Data operations management 6, 20, 40, 129
Context diagram 129
Goals 129
Guiding principles 144
Impedances 146
Issues 146
Process summary 145
Data parsing 308, 311
Data policy 47
Drafting 47
Topics 47
Data producer 113
Data professional 113
Data profiling 188, 301, 308
Data quality 16, 291
Assessment 297
Awareness 294
Business rules 300
Conformance 305
Control 302
Dimensions 296
Expectation 292
Fitness for use 295
Metrics 298
Operational procedures 303
Procedures 306
Tools 307
Data quality framework 292
Data quality management 6, 20, 41, 291
Approach 292
Context diagram 291
Guiding principles 312
Process Summary 313
Data quality measurements 188
Data Quality Oversight Board 294
Data recovery plan 132
Data resource management 5
Data retention plan 137
Data rules 95
Data security
Access 157
Auditing 159
Bill of Rights 155
Business requirements 153
Confidentiality classification 159
Monitoring 158
Outsourcing 160
Password 156
Regulation list 167
Regulatory requirements 153
Stakeholders 154
Data security Bill of Rights 155
Data security management 6, 20, 40, 151
Context diagram 151
Four As 152
Goals 151
Guiding principles 162
Issues 164
Process summary 163
Data security policy 153, 154
Responsibility 155
Data security standards 154
Physical 154
Data standards
Components 48
Data steward 5, 39, 77, 120, 153, 159
Business 5, 40
Communication 54
Coordinating 40
Empowerment 61
Executive 40
Qualifications 60
Time commitment 60
Data stewardship 5, 16, 39, 60
Committee 43, 51
Facilitator 45
Meta-data 264
Program steering committee 42
Responsibilities 40, 42
Team 42, 48, 51
Data strategy 46, 52
Components 46
Deliverables 47
Ownership 46
Data technology architecture 78, 139
Components 140
Technologies to include 139
Data technology requirements 138
Data transformation 231, 309
Data value 3
Data warehouse 197, 199, 200
Purpose 222
Data warehouse architecture 80
Data warehouse chess pieces 207
Data warehouse management 20
Data warehousing 197, 218
Data warehousing and business intelligence
Concepts and definitions 199
Data warehousing and business intelligence management 198
Architecture 220
Context diagram 198
Critical success factors 220
Guiding principles 232
Objectives 198
Process summary 233
Projects 218
Data warehousing management 7, 41
Database administration 5
Database administrator 101, 108, 129, 137
Number needed 148
Responsibilities 102
Database availability
Factors affecting 134
Loss factors 134
Online criteria 135
Database backup 133
Database changes 117
Database design
Best practices 105
Documentation 107
Physical 102, 103
Database management system 78, 350
Database management technology 140
Alternatives 142
Software 142
Steps 141
Tools 141
Database of record 190
Database online analytical processing 210
Database performance 105, 134
Causes 136
Monitoring 135
Tuning 130
Database systems administration
Tasks 131
Database transaction 111
Database update mechanisms 112
Dataset updating 112
Datum 2
DBA See Database administrator
DBMS See Database management system
DCMI See Dublin Core Meta-data Initiative
DDL See Data definition language
Deming cycle 292
Denormalization 101, 106
Criteria 106
Department of Defense Architecture Framework (U.S.) 68
Dependent entity 94
Descriptive meta-data 265
Design review 114
Conceptual 114
Logical 114
Physical 115
Detailed data 200
Detailed data design 101
Development activity 24
Development DBA 129, 132
Dewey Decimal System 80
Dice 226
Dictionary of Data Management 11
Dimension attribute
Type 1 214
Type 2 214
Type 3 214
Type 4 214
Type 6 215
Dimension attribute types 213
Dimension tables 212
Dimensional data model 201
Dimensional data modeling 210
Directory 282
Disaster Recovery Plan 245
Distributed Management Task Force 275
DMS See Data management services
Document / record
Audit 247
Management 246
Management lifecycle 242
Retention 246
Document and content management 7, 20, 41, 239
Context Diagram 240
Guiding principles 253
Process summary 253
Subfunctions 239
Document library system 240
Document management 239
Document management system 240, 243
Document repository 243
DODAF See Department of Defense Architecture Framework (U.S.)
DOLAP See Database online analytical processing
Domain 98
DQM See Data quality management
Drill down 226
DRM See Data resource management
DTMF See Distributed Management Task Force
Dublin Core Meta-data Initiative 275
Duplicate identification match rules 186
DW chess pieces 201
DW-BIM See Data warehousing and business intelligence management
DW-bus architecture 217
DW-bus matrix 217, 222
EAI See Enterprise application integration
Eckerson, Wayne 228
ECM See Enterprise Content Management
EDM See Enterprise data model , See Enterprise data management
EIM See Enterprise information management
Enterprise application integration 350
Enterprise architecture 63, 66, 71
Enterprise assets 1
Enterprise Content Management 239
Enterprise data architect 68
Enterprise data architecture 19, 63, 71, 80, 81, 84
Enterprise data architecture steering committee 48
Enterprise data governance council 43
Enterprise data management 5
Enterprise data model 48, 64, 71, 72, 73, 74, 82
Components 77
Enterprise data warehouse 197
Enterprise Data World 9, 320, 325
Enterprise information management 5, 16
Enterprise logical data model 76
Enterprise model 66
Enterprise perspective 16
Enterprise resource planning 52, 179
Enterprise-wide data architecture 316
Entity
Business 94
Data 94
Dependent 94
Independent 94
Entity definitions 98
Entity life cycle 77
Entity relationship data modeling 211
Entity types 94
Entropy 315
Environmental elements 12
Basic 12
Supporting 13
ERP See Enterprise resource planning
Essential data attribute 76
Essential subject area 75
Ethical activities 330
Ethical conduct 328
Ethical data management 328
Ethical frameworks 328
Ethical information handling 331
ETL See Extract-Transform-Load
ETL architect 220
European Union 50
Executive data steward 40
Explicit knowledge 3
Extensible Markup Interface 252
Extensible Markup Language 251, 274, 275
External data 132
Extract-Transform-Load 78, 110, 136
Facet taxonomy 249
Fact tables 211
FASB See Financial Accounting Standards Board
FEA See Federal Enterprise Architecture
Federal Enterprise Architecture 68
Federal Geographic Data Committee 276
Federal Rules of Civil Procedure 241
Federal Trade Commission 328
FGDC See Federal Geographic Data Committee
Fifth normal form 97
Financial Accounting Standards Board 50
Financial master data 179
First normal form 96
Flat taxonomy 249
Foreign key 99
Fourth normal form 97
Framework
Architectural 67
Classification 67
Process 67
France DGA Architecture Framework 68
FTC See Federal Trade Commission
Functional framework
DAMA-DMBOK 12
Fundamental stored procedure 112
GASB See Government Accounting Standards Board (U.S.)
GEA See Government Enterprise Architecture
Global IDs 187
Glossary 282
Goals
Data management 18
Data operations management 129
Data security management 151
Golden data values 188
Golden master data 187
Golden record 173
Goodwill 53
Government Accounting Standards Board (U.S.) 50
Government Achievement Award 333
Government Enterprise Architecture 68
Grain 216
Guidelines to Implementing Data Resource Management 320
Guiding principles
Data architecture management 81
Data development 120
Data governance 56
Data operations management 144
Data quality management 312
Data security management 162
Data warehouse and business intelligence management 232
Document & Content Management 253
Meta-data management 284
Reference and master data management 192
Health Information Protection and Portability Act (U.S.) 49, 328
Hierarchical database management system 350
Hierarchical taxonomy 249
HIPPA See Health Information Protection and Portability Act (U.S.)
Historical data 200
HOLAP See Hybrid online analytical processing
Hot backups 134
HRM See Human resource management
Hub and spoke 181, 182
Human resource management 179
Hybrid online analytical processing 210
IAM See Information asset management
ICCP See Institute for Certification of Computing Professionals
IDEF1X 89
IE See Information engineering
IEEE See Institute of Electrical and Electronic Engineers
IM See Information management
Imhoff, Claudia 201
IMM See Information Management Metamodel
Independent entity 94
Indexing 101, 105
Information 2, 92
Information age 1
Information architect 248
Information architecture 66
Information asset management 5
Information consumer 113, 328
Information content architecture 248, 250
Information engineering 89
Information gaps 1
Information management 5
Information needs 72
Information quality 291
Information resource management 5
Information system 65
Information systems planning 67, 79
Information Systems Security Certification Consortium 11
Information technology 65
Information technology infrastructure library 138
Information Technology Management Reform Act 69
Information value chain 64, 66, 71, 77, 82
Infrastructure for Spatial Information in Europe 276
Inmon, Bill 199
INSPIRE See Infrastructure for Spatial Information in Europe
Institute for Certification of Computing Professionals 9, 321
Institute of Electrical and Electronic Engineers 11
Integrated data 200
International Management Metamodel 274
IRM See Information resource management
ISC See Information Systems Security Certification Consortium
Islands of data 155
ISO 15489 239
ISO/IEC 11179 277
ISO/IEC 25961 68
ISP See Information systems planning
IT governance 38
IT Infrastructure 6
IT security policy 154
ITIL See Information technology infrastructure library
Key 99
Candidate 99
Composite 99
Foreign 99
Surrogate 99
Kimball, Ralph 200, 206, 210
Knowledge 3
Explicit 3
Tacit 3
Knowledge asset 67
Knowledge management 3
Knowledge worker 3
Legacy data migration 118
Lifetime Achievement Award 332
Linked server 109
Linnaeus 80
Location master data 180
Logical data model 72, 76, 96
Logical data modeling 92
Logical data names 113
Logical design review 114
Machine Readable Catalog 243
Management by exception 231
Many-to-many relationship 96
MapQuest 138
MARC See Machine Readable Catalog
Martin, James 67, 79
Massive parallel processing 34
Master data 176
Master data environment 190
Master data management 6, 20, 40, 171, 173, 177
Applications 185
Challenges 177
Data matching 185
Focus areas 177
Key to success 191
Master data standards 185
Master data subject area 182
Master database of record 182
Match-link rules 186
Match-merge rules 186
MDA See Model Driven Architecture
MDM See Master data management
Message broker 110
Meta-data 2, 259, 261
Architecture 80
Current focus 267
Delivery mechanisms 283
History 266
Integration 280
Leveraging 259
Managed environment 270
Management 7, 41, 248, 259
Quality 279
Repository 80, 281, 282, 283
requirements 269
Scope 261
Sources 265
Standards 266
Tools 250
Types 262
Unstructured data 249, 264
Uses 283
Meta-data architecture 270
Bi-directional 272
Centralized 271
Distributed 271
Hybrid 272
Meta-data management 20
Context diagram 259
Guiding principles 284
Initiative 279
Priority 288
Process summary 285
Meta-data management system 270
Meta-data requirements
Business user requirements 269
Technical user requirements 270
Meta-data specialist 220
Meta-data standards 273
Consensus 273
International 277
Meta-data strategy 267
Phases 268
Meta-Object Facility 277
Methods of data modeling 89
Meta-data 277
Migration
Legacy data 118
Ministry of Defense Architecture Framework (U.K.) 68
Mission of data management 18
MODAF See Ministry of Defense Architecture Framework (U.K.)
Model 91
Model Driven Architecture 277
MOF See Meta-Object Facility
MOLAP See Multi-dimensional OLAP, See Multi-dimensional online analytical processing
Monitoring data security 158
Morris, Henry 227
MPP See Massive parallel processing
Multi-dimensional database management system 350
Multi-dimensional OLAP 350
Multi-dimensional online analytical processing 210
Natural key 213
Network database management system 350
Network taxonomy 249
Non-strategic goals
Data Management 19
Non-tabular data 241
Non-volatile data 200
Normalization 96
Boyce/Codd 97
Fifth normal 97
First normal 96
Fourth normal 97
Second normal 96
Sixth normal 97
Third normal 96
Notable data management professionals 332
Noun 92, 94
Object role modeling 90
Object-oriented database management system 350
OCR software 243
ODM See Ontology Definition Metamodel
ODS See Operational data stores
OIM See Open Information Model
OLAP See Online analytical processing
OLTP See Online transaction processing
OLTP processing 138
One-to-many relationship 96
One-to-one relationship 96
Online analytical processing 209, 226, 350
Online transaction processing 173
Ontology 249
OODBMS See Object-oriented database management system
Open Information Model 274
Operational activity 24
Operational business intelligence 209
Operational data store 183
Operational data stores 79
Operational meta-data 263
ORM See Object role modeling
Outrigger table 215
Outsourcing
Data security 160
Partitioning 101
Party master data 178
Challenges 179
Password 156
Payment Card Industry Data Security Standards 50
PCI-DSS See Payment Card Industry Data Security Standards
PDI See Product data integration
Performance management 228
Personal information
Guidelines 329
Personal Information Protection and Electronic Documentation Act 329
Physical data model 99
Physical data modeling 101
Physical data names 113
Physical database design 102, 103, 105
Physical design review 115
PIPEDA See Personal Information Protection and Electronic Documentation Act
Pivot 226
Planning activity 24
PLM See Product lifecycle management
PMBOK See Project Management Body of Knowledge
PMI See Project Management Institute
PMO See Project management office
PMP See Project Management Professional
POC See Proof of concept
Policy
Data security 153
Porter, Michael 77
Precision 296
Predictive analytics 229
Primary subject area 76
Principles of data management 19
PRISM 104
Privacy 296
Process architecture 66
Process framework 67
Process meta-data 263
Process summary
Data architecture management 82
Data development 121
Data governance 57
Data operations management 145
Data quality management 313
Data security management 163
Data warehousing and business intelligence management 233
Document and content management 253
Meta-data management 285
Reference and master data management 193
Product data integration 185
Product lifecycle management 179
Product master data 179
Production DBA 129, 132
Deliverables 130
Responsibility 130
Profession 319
Common features 319
Professional Achievement Award 332
Professional conduct 328
Project 87
Project charter 92
Project Management Body of Knowledge 11
Project Management Institute 11
Project management office 52
Project Management Professional 11
Proof of concept 143
Quality assurance certification 132
Query and reporting 223
RACI See Responsible, Accountable, Consulted, and Informed
RDBMS See Relational database management system
RDF See Relational Definition Framework, See Record Description Format
Reasonableness 297
Record Description Format 251
Record quality 252
Recursive relationship 96
Reference and master data
Integration 180
Lineage 180
Sharing 173
Solutions 185
Reference and master data management
Context diagram 171
Drivers 172
Guiding principles 192
Process summary 193
Reference data 174
Change 191
Integration 190
Reference data management 6, 20, 40, 171, 173
Reference data set 174
Meta-data 176
Slow change 190
Reference data value domains 176
Reference table 174
Referential integrity 297
Referential integrity rules 95
Regulations
Data security 167
Regulatory compliance 49
Questions 50
Regulatory requirements
Data security 153
Relational database management system 350
Relational Definition Framework 275
Relational OLAP 210, 350
Relationship 95
Many-to-many 96
One-to-many 96
One-to-one 96
Recursive 96
Relationship types 96
Replication 110
Replication scheme 133
Repository scanning 280
Requirements analysis 92
Responsibilities
Database administrator 102
Responsible, Accountable, Consulted, and Informed 161
Data management 52
ROLAP See Relational OLAP, See Relational online analytical processing
Roll up 226
Rules
Action 95
Business 95
Cardinality 95
data 95
Referential integrity 95
SAM See Subject area model
Sarbanes-Oxley Act 38, 49, 132, 241, 328
Scanning repositories 280
Scorecard 227
SDLC See System Development Life Cycle
Second law of thermodynamics 315
Second normal form 96
Self-regulatory regimes 328
Semantic modeling 249
Semantic Web 251
Semi-structured data 241, 252
Service Level Agreement 132, 134, 221, 291, 302, 304, 307
Service-oriented architectuure 87, 109, 209
Seven Habits 223
Sixth normal form 97
SLA See Service level agreement
Slice-and-dice 226
SMART acronym 19, 46
SME See Subject matter expert
SMP See Symmetrical multi-processing
Snowflake table 215
Snowflaking 215
SOA See Service-oriented architectuure
SOA web services 110
Software product classes 31
Solvency II 50
Source-to-target mapping 230
Sousa, Ryan 201
Specialized hardware 34
SQL See Structured query language
Staging area 230
Stakeholders
Data security 154
Standards
Data security 154
Meta-data 266
Star schema 215
State transition diagram 77
Strategic business intelligence 208
Structural meta-data 265
Structured query language 102, 274
Subject area 93
Essential 75
Primary 76
Subject area model 74
Subject matter expert 87, 119
Subject oriented data 199
Summarized data 200
Surrogate key 99, 212
SWEBOK See Software Engineering Body of Knowledge
Symmetrical multi-processing 34
System Development Life Cycle 4, 20, 68, 87
Activities 88
System of record See Golden record
Systems architecture 66
Tacit knowledge 3
Tactical business intelligence 208
Taxonomic reference data 175
Taxonomy 80, 231, 248
Facet 249
Flat 249
Hierarchical 249
Network 249
TCO 143
TDWI See The Data Warehouse Institute
Technical architect 220
Technical meta-data 262
Technology architecture 65, 66
Categories 78
Components 79
Test data 117
Testing
Data access 118
Products 118
The Data Warehouse Institute 9
The four As of data security management 152
The Open Group 68
Architectural Framework 68
Third normal form 96
Third party data 132
Time variant data 200
Timeliness 297
TOGAF See The Open Group Architectural Framework
Total cost of ownership (TCO) 143
Transaction log
Backup 133
Dump 133
Truth
What is it 3
Type 1 dimension attribute 214
Type 2 dimension attribute 214
Type 3 dimension attribute 214
Type 4 dimension attribute 214
Type 6 dimension attribute 215
UML See Unified modeling language
Unified modeling language 90, 274
Uniqueness 297
Universal meta-data models 266
Universal Standard Products and Services Classification 175
University of California at Berkeley 1
UNSPSC See Universal Standard Products and Services Classification
Unstructured data 240, 241, 252
Management 252
Meta-data 249, 264
Updatable views 112
Validation
Data model 115
Validity 297
Value chain
Business intelligence 315
Business value chain 77
Information value chain 64, 66, 71, 77, 82
Value domain 174
Verbs 92
Very large databases 34
Views 101
VLDB See Very large databases
Vocabulary 187, 189
Vocabulary management 187
Key questions 187
W3C See World Wide Web Consortium
Web Based Enterprise Management 275
WEBM See Web Based Enterprise Management
Wisdom 3
World Wide Web 251
World Wide Web Consortium 275
XMI See Extensible Markup Interface
XML See Extensible Markup Language
XML databases 138
Zachman Enterprise Framework 68
Zachman Framework
Builder perspective 70
Builder view 72
Data column 70
Designer perspective 70
Designer view 72
Function column 70
Functioning Enterprise view 72
Goal column 70
Implementer perspective 70
Implementer view 72
Network column 70
Owner perspective 70
Owner view 72
Participant perspective 70
People column 70
Planner perspective 70
Planner view 72
Reasons for adoption 71
Time column 70
Zachman, John 69, 332