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| Section | Weight | Objectives |
|---|
| Topic 1: Data Security | 10% | - Security principles - Privacy and protection - Access control
|
| Topic 2: Data Storage and Operations | 8% | - Storage technologies - Data lifecycle management - Database operations
|
| Topic 3: Metadata Management | 8% | - Types of metadata - Metadata repositories - Metadata lifecycle
|
| Topic 4: Data Modeling and Design | 10% | - Conceptual, logical, physical models - Modeling standards and methods
|
| Topic 5: Data Governance | 15% | - Data stewardship - Governance framework and policies - Compliance and ethics
|
| Topic 6: Data Management Concepts | 10% | - Data management roles and responsibilities - Definitions and principles - DAMA-DMBOK framework
|
| Topic 7: Data Architecture | 12% | - Enterprise data architecture - Architecture components and layers - Data modeling and design
|
| Topic 8: Data Quality | 12% | - Quality dimensions - Assessment and improvement - Data cleansing
|
| Topic 9: Reference and Master Data | 5% | - Definitions and purpose - Management processes
|
| Topic 10: Data Integration and Interoperability | 10% | - Integration patterns - Data exchange standards - ETL and ELT processes
|
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DAMA Data Management Fundamentals Sample Questions (Q551-Q556):
NEW QUESTION # 551
Changes to reference data do not need to be management, only metadata should be managed.
Answer: B
NEW QUESTION # 552
A sandbox is an alternate environment that allows write-only connections to production data and can be managed by the administrator.
Answer: B
NEW QUESTION # 553
The database administrator (DBA) is the most established and the most widely adopted data professional role.
Answer: B
NEW QUESTION # 554
The requirement to enter a username, a password, and then a code sent to an authentication app is called:
- A. 2-factor authentication
- B. Proactive authentication
- C. Biometric authentication
- D. Mobile authentication
- E. 3-factor authentication
Answer: A
Explanation:
The correct answer is 2-factor authentication. Authentication factors are categorized by what the user knows , has , or is . A password represents a knowledge factor-something the user knows. A verification code generated or delivered through an authentication application represents possession of an authenticator or registered device-something the user has. The username identifies the account but is not an additional authentication factor. Consequently, supplying a username and password followed by an application- generated code involves two distinct authentication factors, not three. NIST authentication guidance similarly requires two distinct factors for multi-factor authentication at Authentication Assurance Level 2. Biometric authentication would involve something the user is, such as a fingerprint, while "mobile authentication" and
"proactive authentication" do not describe the factor structure presented here.
NEW QUESTION # 555
Do experts feel a Data Lake needs data management?
- A. Yes, metadata creates an inventory of the data as it is ingested into the data lake
- B. No, a data lake should contain all the data whether it is inconsistent or not, otherwise data scientists don' t have full insight into the data
- C. No, a data lake should ingest streaming data without any restrictions
- D. No, metadata might keep sensitive data out of the data lake, and analysts need all the data
- E. Yes, metadata in a data lake prevents synchronization issues by providing both current state and history
Answer: A
Explanation:
Data lakes require data management, particularly metadata, to ensure usability. The DAMA-DMBOK states:
"Data lakes need data management, including metadata to create an inventory of ingested data, enabling discovery, governance, and quality control" (DMBOK2, Chapter 4: Data Architecture, p. 161). Option C aligns with this. Options A, D, and E dismiss the need for management, and B is inaccurate about synchronization.
Reference:DAMA-DMBOK2, Chapter 4: Data Architecture, Section 5.3, p. 161.
NEW QUESTION # 556
......
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