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| Section | Objectives |
|---|
| Data Management Fundamentals | - Metadata Management
- 1. Metadata types and definitions
- 2. Metadata standards and integration
- 3. Metadata architecture and repository
- Data Strategy
- 1. Data governance strategy
- 2. Strategic planning process
- 3. Data management strategy development
- Data Business and Data Management
- 1. Business drivers and data roles
- 2. Data management definitions and principles
- 3. Data management frameworks
- Data Quality
- 1. Data profiling and cleansing
- 2. Data quality measurement and improvement
- 3. Data quality dimensions
- Data Ethics
- 1. Ethical principles and practices
- 2. Privacy and consumer protection
- 3. Responsible AI and algorithmic bias
- Data Governance
- 1. Data quality management
- 2. Policies, standards, and procedures
- 3. Governance framework and scope
- 4. Governance bodies and organizational roles
- Data Integration and Interoperability
- 1. Data integration techniques
- 2. ETL/ELT processes
- 3. Data interoperability standards
- Data Modeling and Design
- 1. Normalization and denormalization
- 2. Data modeling techniques
- 3. Conceptual, logical, and physical models
- Data Warehousing and Business Intelligence
- 1. Reporting and visualization
- 2. Data warehousing concepts and architectures
- 3. BI and analytics fundamentals
- Master Data and Reference Data
- 1. Master data management processes
- 2. Reference data management
- 3. MDM and RDM concepts
- Data Storage and Operations
- 1. Database architecture and technology
- 2. Data storage design principles
- 3. Database security and access control
- Data Risk Management
- 1. Risk identification and assessment
- 2. Data protection and compliance
- 3. Risk mitigation strategies
- Data Security
- 1. Privacy regulations compliance
- 2. Data classification and handling
- 3. Security frameworks and controls
- Content and Document Management
- 1. Unstructured data management
- 2. Content lifecycle management
- 3. Records management
- Data Architecture
- 1. Enterprise data architecture concepts
- 2. Architecture frameworks and tools
- 3. Data modeling and design
|
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DAMA Data Management Fundamentals Sample Questions (Q270-Q275):
NEW QUESTION # 270
What are some of the business drivers for the ethical handling of data that Data Governance should satisfy?
- A. Monitor, Measure and adjust the organizations approach to data ethics
- B. Define what ethical handling of data means to the organization
- C. Achieve the preferred culture and actions in handling data
- D. All of these
- E. Develop Employee Awareness of the organizational risks on unethical data handling
Answer: D
NEW QUESTION # 271
Critical success factors throughout the BI/DW lifecycle include:
- A. Business readiness
- B. Linear symmetry
- C. A clear and consistent focus
- D. Business sponsorship
- E. A consistent line across display methods
- F. Vision alignment
Answer: D,E,F
NEW QUESTION # 272
When we consider the DMBoK2 definition of Data Governance, and the various practitioner definitions that exist in the literature, what are some of the key elements of Data Governance?
- A. Agreed models for decision making and decision rights, defined authority and escalation paths, structures for assigning accountability and delegating responsibility, alignment with business objectives
- B. Agreed architectures, transparent policies, shared language, effective tools, delegated authority, stewardship
- C. Exercise of authority, formalization of reporting lines, implementation of supporting technology, definition of common glossaries
- D. Agreed models for data design and definition, decision rights regarding standards and controls, delegation of accountability
- E. Alignment of Business and Technology strategies, definition of data standards, implementation of supporting metadata and process tools, management of responsibility
Answer: A
NEW QUESTION # 273
SOA stand for Service Orchestrated Architecture
Answer: B
NEW QUESTION # 274
Data Quality rules and standards are a form of data. To be effective, they need to be managed, as data and rules should be:
- A. Focused on managing relationships that have gone wrong in the past and may go wrong in the future
- B. Documented consistently, tied to business impact, backed by data analysis, and accessible to all data consumers
- C. Organized with metrics so the data stewards can review the data and see what rules apply
- D. Focused on rules that can be integrated into application services
- E. Managed outside of the repository and only the results of data quality assessments stored as rules metadata
Answer: B
Explanation:
Data quality rules must be managed as data assets. The DAMA-DMBOK states: "Data quality rules and standards should be documented consistently, tied to business impact, supported by data analysis, and accessible to all data consumers to ensure effectiveness" (DMBOK2, Chapter 7: Data Quality, p. 269). Option B is correct.
Reference:DAMA-DMBOK2, Chapter 7: Data Quality, Section 3.2, p. 269.
NEW QUESTION # 275
......
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