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| Section | Objectives |
|---|
| Topic 1: Data Management Fundamentals | - Data Architecture
- 1. Data modeling and design
- 2. Architecture frameworks and tools
- 3. Enterprise data architecture concepts
- Data Quality
- 1. Data quality measurement and improvement
- 2. Data quality dimensions
- 3. Data profiling and cleansing
- Data Modeling and Design
- 1. Normalization and denormalization
- 2. Data modeling techniques
- 3. Conceptual, logical, and physical models
- Content and Document Management
- 1. Content lifecycle management
- 2. Records management
- 3. Unstructured data management
- Data Security
- 1. Data classification and handling
- 2. Privacy regulations compliance
- 3. Security frameworks and controls
- Data Integration and Interoperability
- 1. Data interoperability standards
- 2. ETL/ELT processes
- 3. Data integration techniques
- Data Business and Data Management
- 1. Data management frameworks
- 2. Business drivers and data roles
- 3. Data management definitions and principles
- Master Data and Reference Data
- 1. Reference data management
- 2. MDM and RDM concepts
- 3. Master data management processes
- Metadata Management
- 1. Metadata types and definitions
- 2. Metadata standards and integration
- 3. Metadata architecture and repository
- Data Warehousing and Business Intelligence
- 1. Data warehousing concepts and architectures
- 2. Reporting and visualization
- 3. BI and analytics fundamentals
- Data Governance
- 1. Governance bodies and organizational roles
- 2. Governance framework and scope
- 3. Policies, standards, and procedures
- 4. Data quality management
- Data Strategy
- 1. Strategic planning process
- 2. Data governance strategy
- 3. Data management strategy development
- Data Risk Management
- 1. Data protection and compliance
- 2. Risk mitigation strategies
- 3. Risk identification and assessment
- Data Ethics
- 1. Privacy and consumer protection
- 2. Responsible AI and algorithmic bias
- 3. Ethical principles and practices
- Data Storage and Operations
- 1. Database security and access control
- 2. Data storage design principles
- 3. Database architecture and technology
|
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DAMA Data Management Fundamentals Sample Questions (Q192-Q197):
NEW QUESTION # 192
Change only requires change agents in special circumstances, especially when there is little to no adoption.
Answer: B
NEW QUESTION # 193
An input in the Metadata management context diagram does not include:
- A. Business requirements
- B. Metadata standards
- C. Technical metadata
- D. Process Metadata
- E. Business metadata
Answer: B
NEW QUESTION # 194
Data Governance deliverables commonly include:
- A. Business culture assessment
- B. Roadmaps and implementation strategy
- C. IT methodology and practices
- D. Data value chains
- E. Regulatory requirements
Answer: B,D
Explanation:
Data governance deliverables include data value chains and roadmaps for implementation. The DAMA- DMBOK states: "Common data governance deliverables include data value chains that align data with business capabilities and roadmaps with implementation strategies to achieve governance objectives" (DMBOK2, Chapter 3: Data Governance, p. 115). Options A and D are correct; others are tangential.
Reference:DAMA-DMBOK2, Chapter 3: Data Governance, Section 3.4, p. 115.
NEW QUESTION # 195
Please select the 3 visuals that depict DAMA's Data Management Framework.
- A. The Data Quality Function Context Diagram
- B. The Environmental Factors hexagon
- C. The Knowledge Area Context Diagram
- D. The DAMA Octagon
- E. The DAMA Wheel
Answer: B,C,E
NEW QUESTION # 196
What position is responsible for the quality and use of their organization's data assets?
- A. Chief Information Officer
- B. Data Modeler
- C. Data Steward
- D. Data Scientist
- E. Data Architect
Answer: C
Explanation:
Data stewards are responsible for ensuring the quality and proper use of data assets. The DAMA-DMBOK defines a data steward as "an individual responsible for the management, quality, and usage of data assets within their domain, ensuring compliance with governance policies" (DMBOK2, Chapter 3: Data Governance, p. 111).
Other roles have different focuses: CIO (A) oversees IT strategy, Data Scientist (B) analyzes data, Data Modeler (D) designs models, and Data Architect (E) defines data structures.
Reference:DAMA-DMBOK2, Chapter 3: Data Governance, Section 3.2, p. 111.
NEW QUESTION # 197
......
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