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DAMA DMF-1220 Exam Syllabus Topics:

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

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DAMA Data Management Fundamentals Sample Questions (Q432-Q437):

NEW QUESTION # 432
Data profiling is a form of data analysis used to inspect data and assess quality.

A. FALSE
B. TRUE

Answer: B

NEW QUESTION # 433
Which of the following would NOT be an interest of Data Governance?

A. Redundant data
B. Competing versions of source data
C. Inconsistent definitions
D. Database development
E. Metadata

Answer: D

NEW QUESTION # 434
Issues caused by data entry processes include:

A. Training issues
B. Inconsistent business process execution
C. List entry replacement
D. Software issues
E. Soft state issues
F. Change to business processes

Answer: A,B,C,F

NEW QUESTION # 435
Please select the four domains of enterprise architecture:

A. Enterprise data architecture
B. Enterprise software architecture
C. Enterprise technology architecture
D. Enterprise hardware architecture
E. Enterprise business architecture
F. Enterprise application architecture

Answer: A,C,E,F

NEW QUESTION # 436
A database uses foreign keys from code tables for column values. This is a way of implementing:

A. Master data
B. Reference data
C. Star schema data
D. Event data
E. Temporal data

Answer: B

Explanation:
Foreign keys from code tables are used to enforce referential integrity and standardize values, which is a hallmark of reference data. The DAMA-DMBOK defines reference data as "data used to categorize or classify other data, typically maintained in code tables or lookup tables, and often used to ensure consistency across systems" (DMBOK2, Chapter 12: Reference and Master Data, p. 489). Code tables store standardized values (e.g., country codes, status codes) that are referenced by foreign keys in other tables to maintain consistency and data quality.
In contrast, master data (A) refers to core business entities like customers or products, event data (B) captures specific occurrences, star schema data (D) is a data warehousing structure, and temporal data (E) involves time-based versioning. The use of foreign keys from code tables specifically aligns with reference data management.
Reference:DAMA-DMBOK2, Chapter 12: Reference and Master Data, Section 2.1, p. 489.

NEW QUESTION # 437
......

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