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Frequently Asked Questions
Question # 1
The goals of data security include:
A. Managing performance of data assets
B. Enable appropriate access to enterprise data assets
C. Managing the availability of data throughout the data lifecycle
D. Understand and comply with all relevant regulations and policies for privacy and confidentiality
E. Managing the performance of data transactions
F. Ensure that the privacy and confidentiality needs of all stakeholders are enforced and audited
Question # 2
Input in the Big Data and data science context diagram include:
A. IT standards
B. Data sources
C. Business strategy & goals
D. Database standards
Question # 3
When assessing security risks it is required to evaluate each system for the following:
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
Question # 4
Please select the correct name for the LDM abbreviation
A. Logical Data Model
B. Logical Dimensional Model
C. Lifecycle Data Model
D. Lifecycle Dimensional Model
Question # 5
Risk classifications describe the sensitivity of the data and the likelihood that it might be sought after for malicious purposes.
A. TRUE
B. FALSE
Question # 6
Changes to reference data do not need to be management, only metadata should be managed.
A. TRUE
B. FALSE
Question # 7
Enterprise data architecture influences the scope boundaries of project and system releases. An example of influence is data replication control.
A. FALSE
B. TRUE
Question # 8
SOR Stands for:
A. Service of Record
B. System of Record
C. System on Record
D. Service over Record
Question # 9
Type of Reference Data Changes include:
A. Row level changes to internal Reference Data sets
B. Row level changes to external Reference Data sets
C. Creation of new Reference Data sets
D. Business model changes on column level
E. Structural changes to external Reference Data sets
F. None of the above
Question # 10
The four A’s in security processes include:
A. Audit
B. Authentication
C. Access
D. Authorization
E. Aliment
F. Applicable
Question # 11
The CAP theorem asserts that the distributed system cannot comply with all the parts of the ACID. A distributed system must instead trade-off between the following properties:
A. Consistency
B. Utilization
C. Availability
D. System development
E. Partition tolerance
F. All of the above
Question # 12
A goal of Data warehouse and business intelligence is to support and enable ineffective business analysis and decision making by knowledge workers.
A. TRUE
B. FALSE
Question # 13
A System of Reference is an authoritative system where data consumers can obtain reliable data to support transactions and analysis, even if the information did not originate in the system reference.
A. TRUE
B. FALSE
Question # 14
The ISO 11179 Metadata registry, an international standard for representing Metadata in an organization, contains several sections related to data standards, including naming attributes and writing definitions.
A. FALSE
B. TRUE
Question # 15
Select the areas to consider when constructing an organization’s operating model:
A. Cultural Factors
B. Business model
C. Impact of the regulation
D. None of the above
E. Value of the data to the organisation
F. All of the above
Question # 16
The acronym BASE is made up of:
A. Basically available
B. Basically not available
C. Software state
D. Soft state
E. Eventual consistency
F. Everything considered
Question # 17
Development of goals, principles and policies derived from the data governance strategy will not guide the organization into the desired future state.
A. FALSE
B. TRUE
Question # 18
In the Data Warehousing and Business Intelligence Context Diagram, a primary deliverable is the DW and BI Architecture.
A. FALSE
B. TRUE
Question # 19
There are three recovery types that provide guidelines for how quickly recovery takes place and what it focuses on.
A. Immediate recovery
B. Intermittent recovery
C. Critical recovery
D. Translucent recovery
E. BMT recovery
F. Non-critical recovery
Question # 20
Drivers for data governance most often focus on reducing risk or improving processes. Please select the elements that relate to the improvement of processes:
A. Regulatory compliance
B. Data quality improvements
C. Metadata management
D. Efficiency in development projects
E. Vendor management
F. All of the above
Question # 21
Three classic implementation approaches that support Online Analytical Processing include:
A. QOLAP
B. ROLAP
C. OLAP2
D. HOLAP
E. MOLAP
F. None of the above
Question # 22
A control activity in the metadata management environment includes loading statistical analysis.
A. FALSE
B. TRUE
Question # 23
Two risks with the Matching process are:
A. False positives
B. False Certainties
C. False Negatives
D. False Uncertainties
Question # 24
An effective team is based on two simple foundations: trust and a common goal.
A. TRUE
B. FALSE
Question # 25
What type of key is used in physical and sometimes logical relational data modelling schemes to represent a relationship?
A. Primary key
B. Foreign key
C. Network key
D. Applications key
E. Door key
F. All of the above
Question # 26
A goal of data architecture is to identify data storage and processing requirements.
A. TRUE
B. FALSE
Question # 27
Data profiling also includes cross-column analysis, which can identify overlapping or duplicate columns and expose embedded value dependencies.
A. TRUE
B. FALSE
Question # 28
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 # 29
Operational reports are outputs from the data stewards.
A. TRUE
B. FALSE
Question # 30
Lack of automated monitoring represents serious risks, including compliance risk.
A. TRUE
B. FALSE
Question # 31
Data Integrity includes ideas associated with completeness, accuracy, and consistency.
A. TRUE
B. FALSE
Question # 32
The impact of the changes from new volatile data must be isolated from the bulk of the historical, non-volatile DW data. There are three main approaches, including:
A. All of the above
B. Streaming
C. Messaging
D. Technology
E. Data
F. Trickle Feeds
Question # 33
Content management includes the systems for organizing information resources so that they can specially be stored.
A. TRUE
B. FALSE
Question # 34
Archiving is the process of moving data off immediately accessible storage media and onto media with lower retrieval performance.
A. FALSE
B. TRUE
Question # 35
SDLC stands for:
A. System development leverage cycle
B. System design lifecycle
C. System and design long cycle
D. System development lifecycle
Question # 36
Data and enterprise architecture deal with complexity from two viewpoints:
A. None of the above
B. Implementation-orientated
C. Quality-orientated
D. Architecture-orientated
E. Innovation-orientated
F. Industry-orientated
Question # 37
Device security standards include:
A. Access policies regarding connections using mobile devices
B. Awareness of security vulnerabilities
C. Installation of malware software
D. Storage of data on fixed devices
Question # 38
Analytics models are associated with different depths of analysis, including:
A. Quality testing
B. Explanatory modeling
C. Descriptive modeling
D. Performance modeling
E. All of the above
F. None of the above
Question # 39
In a SQL injection attack, a perpetrator inserts authorized database statements into a vulnerable SQL data channel, such as a stored procedure.
A. FALSE
B. TRUE
Question # 40
Barriers to effective management of data quality include:
A. Inappropriate or ineffective instruments to measure value
B. Lack of awareness on the part of leadership and staff
C. Lack of leadership and management
D. Lack of business governance
E. None of the above
F. Difficulty in justification of improvements
Question # 41
Examples of concepts that can be standardized within the data quality knowledge area include:
A. Standard measurement methodologies
B. Data security standards
C. Data remediation standards and procedures
D. None of the above
E. Data quality rules
F. Data quality rules
Question # 42
Please select the incorrect item that does not represent a dimension in the Data Values category in Data Quality for the Information age.
A. Currency
B. Timeliness
C. Consistency
D. Completeness
Question # 43
A change management program supporting formal data governance should focus communication on: Obtaining buy-in from all stakeholders
A. Implementing data management training
B. Monitoring the resistance
C. Promoting the value of data assets
D. Addressing all queries
E. Implementing new metric and KPIs
Question # 44
Metadata management solutions include architectural layers including:
A. Metadata control and management
B. Metadata Marketing
C. Metadata usage
D. Metadata integration
E. Metadata Sales
F. Metadata delivery
Question # 45
Issues caused by data entry processes include:
A. Data entry interface issues
B. List entry placement
C. Field overloading
D. None of the above
E. Training issues
F. Changes to business processes
Question # 46
The DW encompasses all components in the data staging and data presentation areas, including:
A. Operational source system
B. Data access tools
C. Data presentation area
D. Data staging area
E. All of the above
F. Technology source system
Question # 47
Data flows map and document relationships between data and locations where global differences occur.
A. TRUE
B. FALSE
Question # 48
A node is a group of computers hosting either processing or data as part of a distributed database.
A. TRUE
B. FALSE
Question # 49
Characteristics that minimise distractions and maximise useful information include, but not limited to, consistent object attributes
A. TRUE
B. FALSE
Question # 50
Release management is critical to batch development processes that grows new capabilities.
A. TRUE
B. FALSE
Question # 51
An advantage of a centralized repository include: High availability since it is independent of the source systems.
A. TRUE
B. FALSE
Question # 52
Please select the correct name for the PDM abbreviation when referring to modelling.
A. Physical Dimension Model
B. Photo Data Model
C. None of the above
D. Probabilistic Dimension Model
E. Photo Dimensional Model
F. Physical Data Model
Question # 53
A Metadata repository contains information about the data in an organization, including:
A. Hierarchical
B. Data structure
C. Warped
D. Business rules for managing data
E. Content
F. None of the above
Question # 54
The most informal enterprise data model is the most detailed data architecture design document.
A. TRUE
B. FALSE
Question # 55
Volume refers to the amount of data. Big Data often has thousands of entities or elements in billions of records.
A. TRUE
B. FALSE
Question # 56
The goals of data security practices is to protect information assets in alignment with privacy and confidentiality regulations, contractual agreements and business requirements. These requirements come from:
A. Stakeholders
B. Government regulations
C. Proprietary business concerns
D. Legitimate access needs
E. Contractual obligations
F. None of the above
Question # 57
Data Storage and Operations: The design, implementation and support of stored data to maximize its value.
A. TRUE
B. FALSE
Question # 58
Security Risks include elements that can compromise a network and/or database.
A. TRUE
B. FALSE
Question # 59
Master data is an aggregation of:
A. Transaction Structure Data
B. Database Structure Data
C. Reference Data
D. Enterprise Structure Data
Question # 60
In the context of big data the Three V’s refer to: Volume, Velocity and Validity
A. FALSE
B. TRUE
Question # 61
The Data Governance Council (DGC) manages data governance initiatives, issues, and escalations.
A. TRUE
B. FALSE
Question # 62
Corrective actions are implemented after a problem has occurred and been detected.
A. FALSE
B. TRUE
Question # 63
A goal of reference and master data is to provide authoritative source of reconciled and quality-assessed master and reference data.
A. TRUE
B. FALSE
Question # 64
A general principle for managing metadata includes Responsibility.
A. FALSE
B. TRUE
Question # 65
Examples of the ‘Who’ entity category include: employee; patient; player; and suspect.
A. TRUE
B. FALSE
Question # 66
Issues caused by data entry processes include:
A. Training issues
B. List entry replacement
C. Software issues
D. Soft state issues
E. Change to business processes
F. Inconsistent business process execution
Question # 67
MPP is an abbreviation for Major Parallel Processing.
A. TRUE
B. FALSE
Question # 68
Examples of data enhancement includes:
A. All of the above
B. Audit data
C. Contextual information
D. Incorporate Enterprise Technology
E. Reference vocabularies
F. Select Notation
Question # 69
Disciplines within the enterprise architecture practice does not include:
A. Technology architecture
B. Application architecture
C. Information architecture Service Architecture
D. Business architecture
Question # 70
Data governance requires control mechanisms and procedures for, but not limited to, assignment and tracking of action items.
A. FALSE
B. TRUE
Question # 71
A limitation of the centralized approach include: Maintenance of a decentralized repository is costly.
A. TRUE
B. FALSE
Question # 72
In matching, false positives are three references that do not represent the same entity are linked with a single identifier.
A. TRUE
B. FALSE
Question # 73
The second stage of Kotter’s eight stage process is:
A. Developing a vision and a strategy
B. Establishing a sense of urgency
C. Creating short term wins
D. Creating the guiding coalition
Question # 74
Data Management Professionals only work with the technical aspects related to data.
A. TRUE
B. FALSE
Question # 75
The categories of the Data Model Scorecard with the highest weightings include:
A. How well does the model capture the requirements?
B. None of the above
C. How good are the definitions?
D. How complete is the model?
E. How structurally sound is the model?
F. All of the above
Question # 76
Data models comprise and contain metadata essential to data consumers.
A. TRUE
B. FALSE
Question # 77
Differentiating between data and information. Please select the correct answers based on the sentence below: Here is a marketing report for the last month [1]. It is based on data from our data warehouse [2]. Next month these results [3] will be used to generate our month-over-month performance measure [4].
A. [1] Information, [2] Information, [3] Data, [4] Information
B. [1] Data, [2] Information, [3] Data, [4] Data
C. [1] Data, [2] Data, [3] Data, [4] Information
D. [1] Information, [2] Data, [3] Data, [4] Information
Question # 78
Please select the 2 frameworks that show high-level relationships that influence how an organization manages data.
A. Strategic Alignment Model
B. DAMA DMBOK Hexagon
C. DAMA Wheel
D. Amsterdam Information Model
Question # 79
Instant Messaging (IM) allows a user to message each other in real-time.
A. TRUE
B. FALSE
Question # 80
Measuring the effects of change management on in five key areas including: Awareness of the need to change; Desire to participate and support the change; Knowledge about how to change; Ability to implement new skills and behaviors; and Reinforcement to keep the change in place.
A. FALSE
B. TRUE
Question # 81
The goals of data storage and operations include:
A. Managing performance of data assets
B. Capture and document explicit knowledge about an organization’s data and systems
C. Managing the availability of data throughout the data lifecycle
D. Provide the starting point for customizations, integration or even replacement of an application
E. Managing the performance of data transactions
F. Make the integration between data management and data analytics possible
Question # 82
Please select the correct types of data stewards:
A. Executive Data Steward
B. Chief Data Steward
C. Enterprise Data Steward
D. Business Data Steward
E. A Data Seller
F. All of the above
Question # 83
Please select the correct component pieces that form part of an Ethical Handling Strategy and Roadmap.
A. Emotions matrix
B. None of the above
C. All of the above
D. Compliance framework
E. Values Statement
F. Roadmap
Question # 84
Real-time data integration is usually triggered by batch processing, such as historic data.
A. TRUE
B. FALSE
Question # 85
The neutral zone is one of the phases in the Bridges’ transition phases.
A. TRUE
B. FALSE
Question # 86
The information governance maturity model describes the characteristics of the information governance and recordkeeping environment at five levels of maturity for each of the eight GARP principles. Please select the correct level descriptions:
A. Level 2 In Development
B. Level 4 Proactive
C. Level 2 Sub-standard
D. Level 4 Proactive
E. Level 3 Transformational
F. Level 3 Essential
Question # 87
DMMA ratings represent a snapshot of the organization’s capability level.
A. TRUE
B. FALSE
Question # 88
Metadata is essential to the management of unstructured data as it id to the managementof structured data.
A. TRUE
B. FALSE
Question # 89
Data governance requires control mechanisms and procedures for, but not limited to,identifying, capturing, logging and updating actions.
A. FALSE
B. TRUE
Question # 90
Data governance program must contribute to the organization by identifying and deliveringon specific benefits.
A. TRUE
B. FALSE
Question # 91
An implemented warehouse and its customer facing BI tool is a data product.
A. TRUE
B. FALSE
Question # 92
Malware types include:
A. Trojan horse
B. Worm
C. Weasel
D. Virus
E. Adware
F. Camware
Question # 93
ECM is an abbreviation for:
A. Enterprise compliance management
B. Enterprise compliance manager
C. Enterprise component management
D. Enterprise content management
Question # 94
Data security internal audits ensure data security and regulatory compliance policies arefollowed should be conducted regularly and consistently.
A. TRUE
B. FALSE
Question # 95
Examples of business processes when constructing data flow diagrams include:
A. Order Management
B. Marketing & Sales
C. Sales order
D. Invoicing
E. Product Development
F. Customer
Question # 96
Change Data Capture is a method of reducing bandwidth by filtering to include only datathat has been changed within a defined timeframe.
A. TRUE
B. FALSE
Question # 97
Data modelling is most infrequently performed in the context of systems and maintenanceefforts, known as SDLC.
A. TRUE
B. FALSE
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