Figures

Figure 1 Data Management Principles

Figure 2 Data Lifecycle Key Activities

Figure 3 Strategic Alignment Model (Henderson and Venkatraman)

Figure 4 Amsterdam Information Model (adapted)

Figure 5 The DAMA-DMBOK2 Data Management Framework (The DAMA Wheel)

Figure 6 DAMA Environmental Factors Hexagon

Figure 7 Knowledge Area Context Diagram

Figure 8 Purchased or Built Database Capability

Figure 9 DAMA Functional Area Dependencies

Figure 10 DAMA Data Management Function Framework

Figure 11 DAMA Wheel Evolved

Figure 12 Context Diagram: Data Handling Ethics

Figure 13 Ethical Risk Model for Sampling Projects

Figure 14 Context Diagram: Data Governance and Stewardship

Figure 15 Data Governance and Data Management

Figure 16 Data Governance Organization Parts

Figure 17 Enterprise DG Operating Framework Examples

Figure 18 CDO Organizational Touch Points

Figure 19 An Example of an Operating Framework

Figure 20 Data Issue Escalation Path

Figure 21 Context Diagram: Data Architecture

Figure 22 Simplified Zachman Framework

Figure 23 Enterprise Data Model

Figure 24 Subject Area Models Diagram Example

Figure 25 Data Flow Depicted in a Matrix

Figure 26 Data Flow Diagram Example

Figure 27 The Data Dependencies of Business Capabilities

Figure 28 Context Diagram: Data Modeling and Design

Figure 29 Entities

Figure 30 Relationships

Figure 31 Cardinality Symbols

Figure 32 Unary Relationship - Hierarchy

Figure 33 Unary Relationship - Network

Figure 34 Binary Relationship

Figure 35 Ternary Relationship

Figure 36 Foreign Keys

Figure 37 Attributes

Figure 38 Dependent and Independent Entity

Figure 39 IE Notation

Figure 40 Axis Notation for Dimensional Models

Figure 41 UML Class Model

Figure 42 ORM Model

Figure 43 FCO-IM Model

Figure 44 Data Vault Model

Figure 45 Anchor Model

Figure 46 Relational Conceptual Model

Figure 47 Dimensional Conceptual Model

Figure 48 Relational Logical Data Model

Figure 49 Dimensional Logical Data Model

Figure 50 Relational Physical Data Model

Figure 51 Dimensional Physical Data Model

Figure 52 Supertype and Subtype Relationships

Figure 53 Modeling is Iterative

Figure 54 Context Diagram: Data Storage and Operations

Figure 55 Centralized vs. Distributed

Figure 56 Federated Databases

Figure 57 Coupling

Figure 58 CAP Theorem

Figure 59 Database Organization Spectrum

Figure 60 Log Shipping vs. Mirroring

Figure 61 SLAs for System and Database Performance

Figure 62 Sources of Data Security Requirements

Figure 63 Context Diagram: Data Security

Figure 64 DMZ Example

Figure 65 Security Role Hierarchy Example Diagram

Figure 66 Context Diagram: Data Integration and Interoperability

Figure 67 ETL Process Flow

Figure 68 ELT Process Flow

Figure 69 Application Coupling

Figure 70 Enterprise Service Bus

Figure 71 Context Diagram: Documents and Content

Figure 72 Document Hierarchy based on ISO 9001-4.2

Figure 73 Electronic Discovery Reference Model

Figure 74 Information Governance Reference Model

Figure 75 Context Diagram: Reference and Master Data

Figure 76 Key Processing Steps for MDM

Figure 77 Master Data Sharing Architecture Example

Figure 78 Reference Data Change Request Process

Figure 79 Context Diagram: DW/BI

Figure 80 The Corporate Information Factory

Figure 81 Kimball’s Data Warehouse Chess Pieces

Figure 82 Conceptual DW/BI and Big Data Architecture

Figure 83 Release Process Example

Figure 84 Context Diagram: Metadata

Figure 85 Centralized Metadata Architecture

Figure 86 Distributed Metadata Architecture

Figure 87 Hybrid Metadata Architecture

Figure 88 Example Metadata Repository Metamodel

Figure 89 Sample Data Element Lineage Flow Diagram

Figure 90 Sample System Lineage Flow Diagram

Figure 91 Context Diagram: Data Quality

Figure 92 Relationship Between Data Quality Dimensions

Figure 93 A Data Quality Management Cycle Based on the Shewhart Chart

Figure 94 Barriers to Managing Information as a Business Asset

Figure 95 Control Chart of a Process in Statistical Control

Figure 96 Abate Information Triangle

Figure 97 Context Diagram: Big Data and Data Science

Figure 98 Data Science Process

Figure 99 Data Storage Challenges

Figure 100 Conceptual DW/BI and Big Data Architecture

Figure 101 Services-based Architecture

Figure 102 Columnar Appliance Architecture

Figure 103 Context Diagram: Data Management Maturity Assessment

Figure 104 Data Management Maturity Model Example

Figure 105 Example of a Data Management Maturity Assessment Visualization

Figure 106 Assess Current State to Create an Operating Model

Figure 107 Decentralized Operating Model

Figure 108 Network Operating Model

Figure 109 Centralized Operating Model

Figure 110 Hybrid Operating Model

Figure 111 Federated Operating Model

Figure 112 Stakeholder Interest Map

Figure 113 Bridges’s Transition Phases

Figure 114 Kotter’s Eight Stage Process for Major Change

Figure 115 Sources of Complacency

Figure 116 Vision Breaks Through Status Quo

Figure 117 Management/Leadership Contrast

Figure 118 Everett Rogers Diffusion of Innovations

Figure 119 The Stages of Adoption