DAMA DMF-1220 Data Management Fundamentals Exam Questions Get Excellent Scores

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DAMA DMF-1220 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Management Fundamentals- Data Strategy
  • 1. Data governance strategy
  • 2. Strategic planning process
  • 3. Data management strategy development
- Metadata Management
  • 1. Metadata architecture and repository
  • 2. Metadata standards and integration
  • 3. Metadata types and definitions
- Data Warehousing and Business Intelligence
  • 1. BI and analytics fundamentals
  • 2. Data warehousing concepts and architectures
  • 3. Reporting and visualization
- Data Risk Management
  • 1. Data protection and compliance
  • 2. Risk mitigation strategies
  • 3. Risk identification and assessment
- Master Data and Reference Data
  • 1. Master data management processes
  • 2. MDM and RDM concepts
  • 3. Reference data management
- Data Quality
  • 1. Data quality dimensions
  • 2. Data profiling and cleansing
  • 3. Data quality measurement and improvement
- Data Ethics
  • 1. Ethical principles and practices
  • 2. Responsible AI and algorithmic bias
  • 3. Privacy and consumer protection
- Data Storage and Operations
  • 1. Data storage design principles
  • 2. Database security and access control
  • 3. Database architecture and technology
- Data Modeling and Design
  • 1. Normalization and denormalization
  • 2. Conceptual, logical, and physical models
  • 3. Data modeling techniques
- Data Business and Data Management
  • 1. Business drivers and data roles
  • 2. Data management definitions and principles
  • 3. Data management frameworks
- Data Integration and Interoperability
  • 1. Data integration techniques
  • 2. ETL/ELT processes
  • 3. Data interoperability standards
- Data Security
  • 1. Security frameworks and controls
  • 2. Data classification and handling
  • 3. Privacy regulations compliance
- Data Governance
  • 1. Governance framework and scope
  • 2. Governance bodies and organizational roles
  • 3. Policies, standards, and procedures
  • 4. Data quality management
- Content and Document Management
  • 1. Records management
  • 2. Unstructured data management
  • 3. Content lifecycle management
- Data Architecture
  • 1. Data modeling and design
  • 2. Enterprise data architecture concepts
  • 3. Architecture frameworks and tools

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Quiz 2026 DAMA Valid Exam DMF-1220 Sample

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DAMA Data Management Fundamentals Sample Questions (Q197-Q202):

NEW QUESTION # 197
A report displaying birth date contains possible, but incorrect values. What is a possible explanation?

Answer: A

Explanation:
The correct answer is A. The scenario describes values that are syntactically possible as dates but semantically wrong for the Birth Date attribute. DAMA data quality practice distinguishes validity from accuracy: a value may satisfy the required format or domain yet still fail to represent the real-world fact correctly. If one source system places a marriage date in the birth-date field, the resulting value can look like a perfectly valid date while being factually incorrect. Missing values would primarily indicate a completeness problem, while a system that does not contain birth date would not normally supply a plausible but incorrect birth date without some additional mapping defect. When both sources correctly record birth date, there is no inherent reason for inaccuracy. Therefore, the source-to-target semantic mismatch in option A best explains the report.


NEW QUESTION # 198
Data replication is useful as it provides:

Answer: B


NEW QUESTION # 199
When presenting a case for an organization wide Data Governance program to your Senior Executive Board, which of these potential benefits would be of LEAST importance?

Answer: E


NEW QUESTION # 200
When measuring the value of data architecture one should be most concerned about

Answer: C


NEW QUESTION # 201
Customer relationship management systems manage Master Data about customers.

Answer: A


NEW QUESTION # 202
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