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DMF-1220 Data Management Fundamentals Questions and Answers

Questions 4

Data security internal audits ensure data security and regulatory compliance policies are followed should be conducted regularly and consistently.

Options:

A.

TRUE

B.

FALSE

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Questions 5

ISO 8000 will describe the structure and the organization of data quality management, including:

Options:

A.

Data Quality Availability

B.

Data Quality Planning

C.

Data Quality Control

D.

Data Quality Assurance

E.

Data Quality Improvement

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Questions 6

Traditional tool sin data visualtization have both a data and a graphical component. Advanced visualization and discovery tools use in-memory architecture to allow users to interact with the data.

Options:

A.

TRUE

B.

FALSE

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Questions 7

Development of goals, principles and policies derived from the data governance strategy will not guide the organization into the desired future state.

Options:

A.

FALSE

B.

TRUE

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Questions 8

A communication plan includes an engagement model for stakeholders, the type of information to be shared, and the schedule for sharing information.

Options:

A.

TRUE

B.

FALSE

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Questions 9

Information architecture is the process of creating structure for a body of information or content. It includes the following components:

Options:

A.

Navigation maps

B.

User flows

C.

Use cases

D.

Controlled technologies

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Questions 10

Release management is critical to batch development processes that grows new capabilities.

Options:

A.

TRUE

B.

FALSE

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Questions 11

In Resource Description Framework (RDF) terminology, a triple store is composed of a subject that denotes a resource, the predicate that expresses a relationship between the subject and the object, and the object itself.

Options:

A.

FALSE

B.

TRUE

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Questions 12

There are three techniques for data-based change data capture, namely:

Options:

A.

The source system populates specific data elements.

B.

Application automated interfaces

C.

The source system processes copy data that has changed into a separate object as part of the transaction, which is then used for the extract process.

D.

The source systems send binary code through ASCI that makes the process rapid.

E.

The source system processes add to a simple list of objects and identifiers when changing data, which is then used to control selection of data extraction.

F.

None of the above

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Questions 13

Data quality issues cannot emerge at any point in the data lifecycle.

Options:

A.

FALSE

B.

TRUE

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Questions 14

Data Integrity includes ideas associated with completeness, accuracy, and consistency.

Options:

A.

TRUE

B.

FALSE

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Questions 15

Inputs in the reference and master data context diagram include:

Options:

A.

None of the above

B.

Business Drivers

C.

Business model

D.

Data Glossary

E.

Cultural Drivers

F.

All of the above

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Questions 16

Examples of interaction models include:

Options:

A.

Hub-and-spoke

B.

Publish - subscribe

C.

Point-to-point

D.

Wheel-and-spike

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Questions 17

Architecture is the fundamental organization of a system, embodied in its components, their relationships to each other and the environment and the principles governing its design and evolution.

Options:

A.

TRUE

B.

FALSE

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Questions 18

Data Warehouse describes the operational extract, cleansing, transformation, control and load processes that maintain the data in a data warehouse.

Options:

A.

FALSE

B.

TRUE

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Questions 19

The primary goal of data management capability assessment is to evaluate the current state of critical data management activities in order to plan for improvement.

Options:

A.

TRUE

B.

FALSE

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Questions 20

The need to manage data movement efficiently is a primary driver for Data Integration and Interoperability.

Options:

A.

TRUE

B.

FALSE

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Questions 21

Developing complex event processing solutions require:

Options:

A.

Preparation of historical data and pre-population of a predictive model

B.

Integration testing for subsequent logging requirements

C.

Processing of real-time data stream to fully populate a predictive model and identify meaningful events

D.

Executing the triggered action in response to the prediction

E.

All of the above

F.

None of the above

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Questions 22

Once the most critical business needs and the data that supports them have been identified, the most important part of the data quality assessment is actually looking data, querying it to understand data content and relationships, and comparing actual data to rules and expectations.

Options:

A.

TRUE

B.

FALSE

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Questions 23

Class operations can be:

Options:

A.

General: Hidden

B.

Public: Externally visible

C.

Internally visible: Visible to children objects

D.

Private: Hidden

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Questions 24

Effective document management requires clear policies and procedures, especially regarding retention and disposal of records.

Options:

A.

FALSE

B.

TRUE

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Questions 25

Category information is one of the types of data that can be modelled.

Options:

A.

TRUE

B.

FALSE

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Questions 26

Project that use personal data should have a disciplined approach to the use of that data. They should account for:

Options:

A.

What activities analytics will focus on

B.

How they select their populations for study

C.

All of the above

D.

How data will be captured

E.

How results will be made accessible

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Questions 27

Dimensions of data quality include:

Options:

A.

Validity

B.

Privacy

C.

Innovation

D.

Accessibility

E.

Currency

F.

All of the above

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Questions 28

SBA is an abbreviation for service-based architecture.

Options:

A.

TRUE

B.

FALSE

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Questions 29

A data governance strategy defines the scope and approach to governance efforts. Deliverables include:

Options:

A.

Charter

B.

Operating framework and accountabilities

C.

Implementation roadmap

D.

Plan for operational success

E.

All of the above

F.

None of the above

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Questions 30

Data access control can be organized at an individual level or group level, depending on the need.

Options:

A.

TRUE

B.

FALSE

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Questions 31

When assessing security risks it is required to evaluate each system for the following:

Options:

A.

The current security protections in place

B.

The requirements to protect the data

C.

None of the above

D.

All of the above

E.

The complexity of the data stored or in transit

F.

The sensitivity of the data stored or in transit

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Questions 32

Examples of data enhancement includes:

Options:

A.

All of the above

B.

Audit data

C.

Contextual information

D.

Incorporate Enterprise Technology

E.

Reference vocabularies

F.

Select Notation

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Questions 33

Please select the 2 frameworks that show high-level relationships that influence how an organization manages data.

Options:

A.

Strategic Alignment Model

B.

DAMA DMBOK Hexagon

C.

DAMA Wheel

D.

Amsterdam Information Model

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Questions 34

Business activity information is one of the types of data that can be modelled.

Options:

A.

TRUE

B.

FALSE

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Questions 35

In the Data Warehousing and Business Intelligence Context Diagram, a primary deliverable is the DW and BI Architecture.

Options:

A.

FALSE

B.

TRUE

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Questions 36

Enterprise data architecture project-related activities include:

Options:

A.

Define maturity assessment

B.

Define scope

C.

Design

D.

Implement

E.

None of the above

F.

All of the above

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Questions 37

Examples of transformation in the ETL process onclude:

Options:

A.

De-duping

B.

Structure changes

C.

Hierarchical changes

D.

Re-ordering

E.

Semantic conversions

F.

None of the above

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Questions 38

Options:

A.

FALSE

B.

TRUE

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Questions 39

The first two steps of the Reference data Change request process, as prescribed DMBOk2, include:

Options:

A.

Decide and Communicate

B.

Receive Change Request

C.

Update and Inform

D.

Identify Stakeholder

E.

Identify Impact

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Questions 40

The IT security policy provides categories for individual application, database roles, user groups and information sensitivity.

Options:

A.

TRUE

B.

FALSE

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Questions 41

SOA stand for Service Orchestrated Architecture

Options:

A.

TRUE

B.

FALSE

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Questions 42

The target of organizational change is expedition.

Options:

A.

TRUE

B.

FALSE

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Questions 43

JSON is an open, lightweight standard format for data interchange.

Options:

A.

FALSE

B.

TRUE

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Questions 44

Business requirements is an input in the Data Warehouse and Business Intelligence context diagram.

Options:

A.

TRUE

B.

FALSE

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Questions 45

SPARC published their three-schema approach to database management. The three key components were:

Options:

A.

Internal

B.

Logical

C.

Generic

D.

Conceptual

E.

External

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Questions 46

The DMBOK support’s DAMA’s mission by:

Options:

A.

Establish a common vocabulary

B.

Guides IT personnel to improve data management

C.

Serving as the fundamental reference guide

D.

roviding a functional framework

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Questions 47

Data science depends on:

Options:

A.

Information alignment and analysis

B.

Presentation of findings and data insights

C.

Rich data sources

D.

Information delivery

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Questions 48

An advantage of a centralized repository include: Quick metadata retrieval, since the repository and the query reside together.

Options:

A.

TRUE

B.

FALSE

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Questions 49

CIF stands for:

Options:

A.

Company Information Factory

B.

Corporate Information Floor

C.

Corporate Information Factories

D.

Corporate Information Factory

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Questions 50

Document and content management is defined as planning, implementation and control activities for storage management of data and information found in any form or medium.

Options:

A.

TRUE

B.

FALSE

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Questions 51

Advantages if a centralized metadata repository include:

Options:

A.

Quick metadata retrieval

B.

None of the above

C.

Combining data from multiple other tables in advance to avoid costly run-time joins

D.

All of the above

E.

High availability

F.

Low latency, since it is independent of the source systems

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Questions 52

Business glossaries have the following objectives:

Options:

A.

Improve the alignment between technology assets and the business organization

B.

All of the above

C.

Cultural factors that might improve the concepts and terminology

D.

Maximise search capability and enable access to documented institutional knowledge

E.

Enable common understanding of the core business concepts and terminology

F.

Reduce the risk that data will be misused due to inconsistent understanding of the business concepts.

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Questions 53

Data quality management is a key capability of a data management practice and organization.

Options:

A.

TRUE

B.

FALSE

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Questions 54

Content management includes the systems for organizing information resources so that they can specially be stored.

Options:

A.

TRUE

B.

FALSE

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Questions 55

The Zachman Framweork’s communication interrogative columns provides guidance on defining enterprise architecture. Please select answer(s) that is(are) coupled correctly:

Options:

A.

What -> The inventory Column

B.

What -> The entity column

C.

When -> The timing column

D.

Why -> The motivation column

E.

Who -> The responsibility column

F.

How -> The process column

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Questions 56

Latency can be:

Options:

A.

Batch

B.

Event-driven

C.

Distributed

D.

Real-time synchronous

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Questions 57

All metadata management solutions include architectural layers including:

Options:

A.

Metadata Quality Assurance Testing

B.

Metadata integration

C.

Metadata usage

D.

Metadata delivery

E.

Metadata control and management

F.

None of the above

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Questions 58

Governance ensures data is managed, but is not include the actual act of managing data.

Options:

A.

TRUE

B.

FALSE

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Questions 59

Data stewardship is the least common label to describe accountability and responsibility for data and processes to ensure effective control and use of data assets.

Options:

A.

TRUE

B.

FALSE

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Questions 60

An implemented warehouse and its customer facing BI tool is a data product.

Options:

A.

TRUE

B.

FALSE

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Questions 61

Data modelling is most infrequently performed in the context of systems and maintenance efforts, known as SDLC.

Options:

A.

TRUE

B.

FALSE

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Questions 62

As an often-overlooked aspects of basic data movement architecture, Process controls include:

Options:

A.

Consistency logging

B.

Exception logs

C.

Database activity logs

D.

Alerts

E.

Exception logs

F.

All of the above

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Questions 63

Master data is an aggregation of:

Options:

A.

Transaction Structure Data

B.

Database Structure Data

C.

Reference Data

D.

Enterprise Structure Data

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Questions 64

Data Management Professionals only work with the technical aspects related to data.

Options:

A.

TRUE

B.

FALSE

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Questions 65

Please select the types of DBA specializations:

Options:

A.

Data

B.

Application

C.

Innovation

D.

Development

E.

Procedural

F.

All of the above

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Questions 66

Subtype absorption: The subtype entity attributes are included as nullable columns into a table representing the supertype entity

Options:

A.

FALSE

B.

TRUE

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Questions 67

Elements that point to differences between warehouses and operational systems include:

Options:

A.

Historical

B.

Data security standards

C.

Subject-orientated

D.

Non-volatile

E.

Data quality

F.

Integrated

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Questions 68

SSD is the abbreviation for Solid State Dimension.

Options:

A.

TRUE

B.

FALSE

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Questions 69

The purpose of data governance is to ensure that data is managed properly, according to policies and best practices. Data governance is focused on how decisions are made about data and how people and processes are expected to behave in relation to data.

Options:

A.

TRUE

B.

FALSE

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Questions 70

Please select the correct principles of the General Data Protection Regulation (GDPR) of the EU.

Options:

A.

Purpose Limitation

B.

Data Minimisation

C.

Accuracy

D.

Storage Limitation

E.

Accountability

F.

All of the above

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Questions 71

Examples of the ‘Who’ entity category include: employee; patient; player; and suspect.

Options:

A.

TRUE

B.

FALSE

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Questions 72

One of the deliverables in the Data Integration and Interoperability context diagram is:

Options:

A.

Data Integration and Interoperability Strategy

B.

Data hogging

C.

Data access agreements

D.

Data security plan

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Exam Code: DMF-1220
Exam Name: Data Management Fundamentals
Last Update: May 18, 2024
Questions: 486
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