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DAMA DMF-1220 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Integration and Interoperability	10%	- Data exchange standards - Integration patterns - ETL and ELT processes
Topic 2: Data Modeling and Design	10%	- Conceptual, logical, physical models - Modeling standards and methods
Topic 3: Data Architecture	12%	- Data modeling and design - Architecture components and layers - Enterprise data architecture
Topic 4: Reference and Master Data	5%	- Management processes - Definitions and purpose
Topic 5: Data Management Concepts	10%	- DAMA-DMBOK framework - Definitions and principles - Data management roles and responsibilities
Topic 6: Data Security	10%	- Privacy and protection - Security principles - Access control
Topic 7: Metadata Management	8%	- Types of metadata - Metadata repositories - Metadata lifecycle
Topic 8: Data Governance	15%	- Governance framework and policies - Data stewardship - Compliance and ethics
Topic 9: Data Storage and Operations	8%	- Database operations - Data lifecycle management - Storage technologies
Topic 10: Data Quality	12%	- Quality dimensions - Assessment and improvement - Data cleansing

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DAMA Data Management Fundamentals Sample Questions (Q205-Q210):

NEW QUESTION # 205
On example of a transformation process in ETL is:

A. Recording
B. Duping
C. Re-ordering
D. Servicing

Answer: C

NEW QUESTION # 206
If data is a governed resource, like other resources (e.g., human resources, finance, property), how is Data Governance different from other types of Governance?

A. Agreed models for risk management over the particular resource
B. Ensuring compliance with regulation for the particular resource
C. Oversight of a particular resource
D. Agreed models for decision making and decision rights, defined authority, and escalation paths for the resource
E. Oversight of a resource that represents other resources, therefore supporting other resource governance

Answer: E

Explanation:
Data governance is unique because data represents other resources (e.g., financial data represents money, customer data represents people), making it foundational to other governance types. The DAMA-DMBOK states: "Data governance differs from other governance disciplines because data is a resource that represents other resources, enabling and supporting governance of finance, HR, and other assets" (DMBOK2, Chapter 3:
Data Governance, p. 105). Options A, B, D, and E describe general governance aspects but do not highlight data's unique representational role.
Reference:DAMA-DMBOK2, Chapter 3: Data Governance, Section 2.2, p. 105.

NEW QUESTION # 207
An effective Data Governance communication program should include the following:

A. A custom training program
B. All of these
C. A Data Governance Portal
D. Events that encourage informal networking
E. Regular newsletters

Answer: B

NEW QUESTION # 208
The impact of the changes from new volatile data must be isolated from the bulk of the historical, non-volatile DW dat a. There are three main approaches, including:

A. DAAS
B. Streaming
C. Trickle Feeds
D. Messaging

Answer: B,C,D

NEW QUESTION # 209
According to the DMBoK2, by creating Data Management Services, IT involves the Data Governance Council:

A. To provide a funnel for data and information issues to take the administration load off IT
B. To ensure that data and information is still managed by IT and business only plays an advisory role
C. To provide data stewards as and when needs to perform services where IT resources are either not available or do not exist
D. To estimate the enterprise needs for these services and provide the justification for staffing and funding to provide these services
E. To enable the business to maintain oversight on data and information projects

Answer: E

NEW QUESTION # 210
......

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