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| Section | Objectives |
|---|
| Data Management Fundamentals | - Data Security
- 1. Data classification and handling
- 2. Security frameworks and controls
- 3. Privacy regulations compliance
- Master Data and Reference Data
- 1. Master data management processes
- 2. MDM and RDM concepts
- 3. Reference data management
- Data Strategy
- 1. Strategic planning process
- 2. Data governance strategy
- 3. Data management strategy development
- Data Quality
- 1. Data quality dimensions
- 2. Data quality measurement and improvement
- 3. Data profiling and cleansing
- Metadata Management
- 1. Metadata architecture and repository
- 2. Metadata types and definitions
- 3. Metadata standards and integration
- Content and Document Management
- 1. Unstructured data management
- 2. Records management
- 3. Content lifecycle management
- Data Architecture
- 1. Data modeling and design
- 2. Enterprise data architecture concepts
- 3. Architecture frameworks and tools
- Data Risk Management
- 1. Data protection and compliance
- 2. Risk mitigation strategies
- 3. Risk identification and assessment
- Data Business and Data Management
- 1. Data management frameworks
- 2. Data management definitions and principles
- 3. Business drivers and data roles
- Data Warehousing and Business Intelligence
- 1. Reporting and visualization
- 2. Data warehousing concepts and architectures
- 3. BI and analytics fundamentals
- Data Storage and Operations
- 1. Data storage design principles
- 2. Database architecture and technology
- 3. Database security and access control
- Data Ethics
- 1. Responsible AI and algorithmic bias
- 2. Privacy and consumer protection
- 3. Ethical principles and practices
- Data Modeling and Design
- 1. Normalization and denormalization
- 2. Conceptual, logical, and physical models
- 3. Data modeling techniques
- 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. Data interoperability standards
- 3. ETL/ELT processes
|
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DAMA Data Management Fundamentals Sample Questions (Q60-Q65):
NEW QUESTION # 60
Most people who work with data know that it is possible to use data to misrepresent facts. Which of the following is NOT a way in which data is used to misrepresent facts?
- A. Data collected with bias to prove a pre-conceived idea is correct
- B. Leaving out required context in a report resulting in ambiguity and assumptions being made about the data points
- C. Providing transparency on the sources, uses, and intent of the data used in a report
- D. Leaving out the relationship between data points in a chart
- E. Omission or inclusion of certain data points in a report or activity based on timing
Answer: C
Explanation:
Misrepresenting facts involves biased or incomplete data presentation. The DAMA-DMBOK states: "Data misrepresentation can occur through biased collection, omitting context, selective data inclusion, or ignoring relationships, whereas transparency about sources and intent mitigates misrepresentation" (DMBOK2, Chapter 7: Data Quality, p. 271). Option D prevents misrepresentation, unlike A, B, C, and E.
Reference:DAMA-DMBOK2, Chapter 7: Data Quality, Section 3.3, p. 271.
NEW QUESTION # 61
There are three basic approaches to implementing a Master Data hub environment, including:
- A. Distributed hub
- B. Consolidated approach
- C. Transaction hub
- D. Eventual consistency
- E. Transparent hub
- F. Registry
Answer: B,C,F
NEW QUESTION # 62
Bold means doing something that might cause short term pain, not just something that looks good in a marketing email.
Answer: A
NEW QUESTION # 63
When reviewing data access plans, sequential searching is slowing the database. One way to fix this is:
- A. Adding more memory
- B. Creating new indexes
- C. Converting it to an in-memory database
- D. Moving the database to the cloud
- E. Reducing the number of database users
Answer: B
NEW QUESTION # 64
What result(s) is/are Data Handling Ethics trying to avoid?
- A. Increased Risk for people whose data is exposed and criminal proceedings
- B. Ensure that Data Governance is in line with Corporate Governance and ethic business statements
- C. Loss of reputation for the organization and loss of customers
- D. Ensure that organizations are adhering to ethical standards set by industry and bodies such as the World Economic Forum
- E. Unethical use of information by staff to achieve business outcomes; customers trust so they are willing to pay more
Answer: C
NEW QUESTION # 65
......
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