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Total 219 questions
Exam Code: DMF-1220                Update: Nov 19, 2025
Exam Name: Data Management Fundamentals

DAMA Data Management Fundamentals DMF-1220 Exam Dumps: Updated Questions & Answers (November 2025)

Question # 1

Business continuity is an aspect of Governance. What should a business continuity plan include?

A.

Provides explanation to customers during an unplanned disruption in service

B.

Precedes business rules

C.

Explains to external stakeholders why performance expectations are not being met

D.

Outlines how a business will continue operating during an unplanned disruption in service

E.

Defines unplanned disruptions that may occur

Question # 2

Lack of automated monitoring represents serious risks, including compliance risk.

A.

TRUE

B.

FALSE

Question # 3

Within the Data Handling Ethics Context Diagram a key deliverable is the Ethical Data Handling Strategy.

A.

TRUE

B.

FALSE

Question # 4

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

A.

Master data

B.

Event data

C.

Reference data

D.

Star schema data

E.

Temporal data

Question # 5

Examples of interaction models include:

A.

Hub-and-spoke

B.

Publish - subscribe

C.

Point-to-point

D.

Wheel-and-spike

Question # 6

The key architecture domains include:

A.

Business, data, infrastructure and technology architectures

B.

Process, database, software and technology architectures

C.

Zachmann, TOGAF, Cobit, and Heath architectures

D.

Business, data, application and technology architectures

E.

Business, strategy, application and technology architectures

Question # 7

Operational Metadata describes details of the processing and accessing of data. Which one is not an example:

A.

Error logs

B.

Schedule anomalies

C.

Purge criteria

D.

Failure logs

Question # 8

Preparation and pre-processing of historical data needed in a predictive model may be performed in nightly batch processes or in near real-time.

A.

TRUE

B.

FALSE

Question # 9

The data-vault is an object-orientated, time-based and uniquely linked set of normalized tables that support one or more functional areas of business.

A.

TRUE

B.

FALSE

Question # 10

Data management professionals who understand formal change management will be more successful in bringing about changes that will help their organizations get more value from their data. To do so, it is important to understand:

A.

The triggers for effective change

B.

Data architecture

C.

How people experience changes

D.

Data security

E.

The barriers to change

F.

Why change fails

Question # 11

Some common data quality business rule types are:

A.

Definitional conformance

B.

Format compliance

C.

Range conformance

D.

Mapping conformance

Question # 12

The purpose for adding redundancy to a data model (denormalisation) is to:

A.

Make it easier for developers to join tables

B.

Avoid the loss of data by storing key values more than once

C.

Improve aggregate database performance across read requests

D.

Fully utilize all the indexes

E.

Ensure surrogate keys are retaining their unique values in all satellite tables

Question # 13

Master data is an aggregation of:

A.

Transaction Structure Data

B.

Database Structure Data

C.

Reference Data

D.

Enterprise Structure Data

Question # 14

During the initial scoping of a project, a data model can be used to:

A.

Determine the impact of business processes and customer lifecycles

B.

Identify detailed impact on all the tables in a database that must be changed

C.

Plan structure of the metadata repository

D.

Provide a clear definition of affected and non-affected data entities

E.

Determine the security requirements for accessing the data

Question # 15

When it comes to Data Governance, what does the Operations Plan include?

A.

The list of events required to implement and operate Data Governance activities

B.

A risk assessment for the enterprise

C.

The types of enterprise operations that need Data Governance

D.

The metrics needed for each department within the organization

E.

The list of activities the Data Stewards will follow to define the data

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Total 219 questions

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