Top Exam DMF-1220 Certification Cost | Reliable DMF-1220 Test Result: Data Management Fundamentals

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DAMA DMF-1220 Exam Syllabus Topics:

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

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DMF-1220 Test Result | Guaranteed DMF-1220 Questions Answers

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DAMA Data Management Fundamentals Sample Questions (Q335-Q340):

NEW QUESTION # 335
ETL is the basic process which is central to all areas in Data Integration and Interoperability. It is an abbreviation for extract, transition and load.

A. FALSE
B. TRUE

Answer: A

NEW QUESTION # 336
DMMA ratings represent a snapshot of the organization's capability level.

A. FALSE
B. TRUE

Answer: B

NEW QUESTION # 337
The Data Warehouse encompasses all components in the data staging and data presentation areas, including:

A. Data Access Tool
B. Data presentation area
C. All of the above
D. Operational source systems
E. Application Tool
F. Data staging area

Answer: A,B,D,F

NEW QUESTION # 338
Organizations are legally required to protect privacy by identifying and protecting sensitive data. Who usually identifies the confidentiality schemes and identify which assets are confidential or restricted?

A. Data Security
B. Regulations/Laws
C. Record Retention Department
D. Business Analysts
E. Data Owners

Answer: E

NEW QUESTION # 339
Data staging areas are populated from source databases using extract functions, transformed, and then:

A. Made ready for review by a data modeller for physical modelling
B. Made ready with advanced profiling and reported into a visualization tool
C. Made ready for metadata repository loading
D. Made ready for metrics calculations and key performance indicators
E. Made ready and loaded into the data warehouse

Answer: E

Explanation:
The correct answer is E. A data staging area is an intermediate location used in the data warehouse loading process. Data is extracted from operational source systems, placed or prepared in staging, cleansed and transformed according to integration and business rules, and then loaded into the target data warehouse or data marts. The staging layer isolates source systems from downstream warehouse processing and supports reconciliation, quality checks, restartability, and auditing of loads. It is not primarily a holding area for physical data-model review, visualization, KPI calculation, or metadata-repository loading. Those activities may consume warehouse data or metadata later, but they do not represent the normal final step of the staging flow described in the question. Accordingly, after extraction and transformation, the prepared data is made ready and loaded into the data warehouse.

NEW QUESTION # 340
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