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Latest CDMP RMD Exam Questions and Answers, 2025 Update | SPOTO

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Question #1
Bringing order to your Master Data would solve what?
A. 20 40% of the need to buy new servers
B. Distributing data across the enterprise
C. The need for a metadata repository
D. 60-80% of the most critical data quality problemscorrect
E. Provide a place to store technical data elements
View answer
Correct Answer: D
Question #2
Master Data Management resolves uncertainty by clearly stating that;
A. To have master data you must focus resources properly
B. Some entities [master entities) are more important than otherscorrect
C. Only those entities in the Enterprise Data Model are considered Master Data
D. All entities arc equal across an enterprise and need to be managed
E. Data elements must be stored in a repository before they are considered master data
View answer
Correct Answer: B
Question #3
The following are examples of entities for which you need to manage master data:
A. Employee Assignment
B. Party, Account Balance, Order
C. Customer, Transaction, Product
D. Customer, Product, Employeecorrect
E. Product, Order, Inventory
View answer
Correct Answer: D
Question #4
ISO 8000 is a Master Data international standard tor what purpose?
A. Provides a standard format for defining a model for a data dictionary
B. Provide guidance only to the Buy side of the supply chain
C. To replace the ISO 9000 standard
D. Define and measure data qualitycorrect
E. Defines a format to exchange data between parties
View answer
Correct Answer: D
Question #5
The easiest MDM style to implement data governance based on controls that can be placed on persistent data is:
A. Registry style
B. Consolidation style
C. Agile Style
D. Centralized stylecorrect
E. Multi-hub
View answer
Correct Answer: D
Question #6
When 2 records are not matched when they should have been matched, this condition is referred to as:
A. False Positive
B. A True Positive
C. A False Negativecorrect
D. A True Negative
E. An anomaly
View answer
Correct Answer: C
Question #7
Matching or candidate identification is the process called similarity analysis. One approach is called deterministic which relies on:
A. Statistical techniques for assessing the probability that any pair of records represents the same entity
B. Taking data samples and looking at results for a subset of the records
C. Being able to determine the similarity between two data models
D. Algorithms for parsing and standardization and on defined patterns and rules for determining similaritycorrect
E. Finding two references that are linked with a single entity
View answer
Correct Answer: D
Question #8
When establishing a MOM. what is the benefit of doing data profiling?
A. Analyze data values and see how closely they correspond to a defined set of valid valuescorrect
B. Develop data migration approach
C. Manage the design of the data warehouse
D. Develop batch data flows for a scheduler
E. Develop services to access, transform and deliver data
View answer
Correct Answer: A
Question #9
Which of the following is a method of deterministic matching?
A. Sorted Neighborhood
B. Regional Frequency
C. Editing Distance
D. Phonetic
E. Exact string matchcorrect
View answer
Correct Answer: E
Question #10
The ISO definition of Master Data quality is which of the following?
A. Data meets the objective dimensions but not the subjective dimensions
B. Data meets all common requirements of all data users
C. Data is compliant to all international, country, and industry standards
D. The degree to which the data's characteristics fulfill individual users' requirementscorrect
E. Identifies the company that created and owns the Master Data
View answer
Correct Answer: D
Question #11
Which of the following Is a characteristic of a probabilistic matching algorithm?
A. A score is assigned based on weight and degree of match
B. Each variable to be matched is assigned a weight based on its discriminating power
C. Individual attribute matching scores arc used to create a match probability percentage
D. All answers are correctcorrect
E. Following the matching process there are typically records requiring manual review and decisioning
View answer
Correct Answer: D
Question #12
Reference Data Dictionaries are authoritative listings of:
A. Master Data entities
B. External sources of datacorrect
C. Master Data sources
D. Master Data systems of record
E. Semantic rules
View answer
Correct Answer: B
Question #13
All of the following methods arc a moans to protect and secure master data. In a production environment except for which of the following?
A. Encryption ciphers
B. Static masking
C. Trust Model Technologies
D. Usage Agreementscorrect
E. Dynamic Masking
View answer
Correct Answer: D
Question #14
Taxonomic Reference Data enable which of the following?
A. Content classification and multi-level navigation to support Business Intelligencecorrect
B. The use of canonical models
C. Having data models physically instantiated in multiple platforms
D. Key processing steps for MDMs
E. Source systems named differently than target systems
View answer
Correct Answer: A
Question #15
Which of the following is a method of deterministic matching?
A. Sorted Neighborhood
B. Regional Frequency
C. Editing Distance
D. Phonetic
E. Exact string matchcorrect
View answer
Correct Answer: E
Question #16
Managing master data elements can be performed at which of the following points?
A. Third-party Provider (e
B. Enterprise
C. Application Suite (e
D. All Answers are correctcorrect
View answer
Correct Answer: D
Question #17
Within the Corporate Information Factory, what data is used to understand transactions?
A. Master Data and Unstructured Data
B. Internal Data
C. Master Data
D. Reference Data and Vendor Data
E. Security Data and Master Data
View answer
Correct Answer: C
Question #18
When establishing a MOM. what is the benefit of doing data profiling?
A. Analyze data values and see how closely they correspond to a defined set of valid valuescorrect
B. Develop data migration approach
C. Manage the design of the data warehouse
D. Develop batch data flows for a scheduler
E. Develop services to access, transform and deliver data
View answer
Correct Answer: A
Question #19
Which of the following is NOT ,1 characteristic of n deterministic matching algorithm?
A. Is better suited when there is no great consequence to an error in matching
B. Is not highly dependent on the quality of the data being matchedcorrect
C. Has a discrete all or nothing outcome
D. Matches exact character to character of one or more fields
E. All identifiers being matched have equal weight
View answer
Correct Answer: B
Question #20
MOM Harmonization ensures that the data changes of one application:
A. Are synchronized with all other applications who depend on that datacorrect
B. Are recorded in the repository or data dictionary
C. Agree with the overall MDM architecture
D. include changes to the configuration of the database as well as the data
E. Has a data steward to preview the data for quality
View answer
Correct Answer: A
Question #21
Master Data Management resolves uncertainty by clearly stating that;
A. To have master data you must focus resources properly
B. Some entities [master entities) are more important than otherscorrect
C. Only those entities in the Enterprise Data Model are considered Master Data
D. All entities arc equal across an enterprise and need to be managed
E. Data elements must be stored in a repository before they are considered master data
View answer
Correct Answer: B
Question #22
What type of interactive system model is most often used for Master Data Management?
A. Hub-and-Spokecorrect
B. Application-coupling
C. Publish-Subscribe
D. Synchronized interface
E. Point-to-point
View answer
Correct Answer: A
Question #23
The following are examples of entities for which you need to manage master data:
A. Employee Assignment
B. Party, Account Balance, Order
C. Customer, Transaction, Product
D. Customer, Product, Employeecorrect
E. Product, Order, Inventory
View answer
Correct Answer: D
Question #24
ISO 8000 is a Master Data international standard tor what purpose?
A. Provides a standard format for defining a model for a data dictionary
B. Provide guidance only to the Buy side of the supply chain
C. To replace the ISO 9000 standard
D. Define and measure data qualitycorrect
E. Defines a format to exchange data between parties
View answer
Correct Answer: D
Question #25
The easiest MDM style to implement data governance based on controls that can be placed on persistent data is:
A. Registry style
B. Consolidation style
C. Agile Style
D. Centralized stylecorrect
E. Multi-hub
View answer
Correct Answer: D
Question #26
Managing master data elements can be performed at which of the following points?
A. Third-party Provider (e
B. Enterprise
C. Application Suite (e
D. All Answers are correctcorrect
View answer
Correct Answer: D
Question #27
Where is the most time/energy typically spent tor any MDM effort?
A. Subscribing content from the MDM environment
B. Designing the Enterprise Data Model
C. Vetting of business entities and data attributes by Data Governance processcorrect
D. Publishing content to the MDM environment
E. Securing funding for the MDM effort
View answer
Correct Answer: C
Question #28
Reference Data Dictionaries are authoritative listings of:
A. Master Data entities
B. External sources of datacorrect
C. Master Data sources
D. Master Data systems of record
E. Semantic rules
View answer
Correct Answer: B
Question #29
Can Reference data be used for financial trading?
A. No because customer data is not considered reference data
B. No
C. No
D. Yes
E. Yes
View answer
Correct Answer: E
Question #30
The concept of tracking the number of MDM subject areas and source system attributes Is referred to as:
A. Publish and Subscribe
B. Hub and Spoke
C. Mapping and Integration
D. Subject Area and AttributeScope and Coveragecorrect
View answer
Correct Answer: D

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