Deck 2: Data Warehousing
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Deck 2: Data Warehousing
1
A data warehouse needs to support scalability, which pertains to the amount of data in the warehouse, how quickly the warehouse is expected to grow, the number of concurrent users, and the complexity of user queries.
True
2
The data for an oper mart come from an ODS.
True
3
Because of performance and data quality issues, most experts agree that federated approaches work well to replace data warehouses.
False
4
There are many metaware tools that business users can use to access data stored in the data repositories, including data mining, reporting tools, and data visualization.
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5
Effectiveness, extensibility, reusability, interoperability, efficiency and performance, evolution, entitlement, flexibility, segregation, user interface, versioning, versatility, and low maintenance cost are some of the key requirements for building a successful metadata-driven enterprise.
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6
A real-time data warehouse together with a decision support system that leverages integrated data can provide significant financial benefits for an organization.
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7
According to conventional wisdom, independent data marts are a poor architectural solution.
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8
Before implementing an active data warehouse solution, DirecTV pulled data from the server every night in batch mode, a process that was taking too long and straining the system.
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9
An independent data mart is a small warehouse designed for a strategic business unit (SBU) or a department whose source is an EDW.
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10
ETL tools transport data between sources and targets, document how data elements change as they move between source and target, exchange metadata with other applications, and administer all runtime processes and operations.
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11
In a three-tier architecture, operational systems contain the data and the software for data acquisition in the first tier, the data warehouse is a second tier, and the third tier includes the DSS/BI/BA engine.
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12
There are several levels of metadata management maturity that describe where an organization is in terms of how and how well it uses its metadata.
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13
A data warehouse maintains historical data that do not necessarily provide current status, except in real-time systems.
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14
Operational data store is used for the medium- and long-term decisions associated with the enterprise data warehouse (EDW).
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15
The centralized data warehouse helps to simplify data management and administration and reduce data redundancy.
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16
A data warehouse differs from an operational database in that most data warehouses have a product orientation and are designed to handle transactions that update the database.
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17
Once the data are entered into the data warehouse, users cannot change or update the data.
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18
There are three main types of data warehouses, which are data marts, operational data stores, and enterprise data warehouses.
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19
There are ethical considerations involved in the collection and ownership of the information contained in
metadata, including privacy and intellectual property issues.
metadata, including privacy and intellectual property issues.
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20
A hosted data warehouse has less functionality than an onsite data warehouse, but it does not consume computer resources on client premises for computer upgrades, software licenses, in-house development, and in-house support and maintenance.
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21
ETL process consists of extract, transform, and load. Transformation occurs by using ________ or lookup tables or by combining the data with other data.
A) rules
B) policies
C) strategies
D) procedures
A) rules
B) policies
C) strategies
D) procedures
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22
Once data are entered into the warehouse, users cannot change or update the data. Obsolete data are discarded, and changes are recorded as new data. This ________ characteristic is one of the characteristics of data warehousing.
A) changeable
B) nonvolatile
C) nonperishable
D) static
A) changeable
B) nonvolatile
C) nonperishable
D) static
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23
Which of the following are created when operational data need to be analyzed multidimensionally?
A) Oper marts
B) Customer information file
C) Dependent data marts
D) Independent data marts
A) Oper marts
B) Customer information file
C) Dependent data marts
D) Independent data marts
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24
The advantage of three-tier architecture for data warehousing is its separation of the functions of the data warehouse, which eliminates resource constraints and makes it possible to easily create data ________.
A) banks
B) cubes
C) bases
D) marts
A) banks
B) cubes
C) bases
D) marts
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25
Which of the following is one of the components of data warehousing process that enables users to access the data warehouse?
A) Middleware tools
B) Users interface
C) Query tools
D) OLAP
A) Middleware tools
B) Users interface
C) Query tools
D) OLAP
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26
Karacsony indicates that there is a direct correlation between the extent of ________ data and the amount of ETL processes. When data are managed correctly as an enterprise asset, ETL efforts are significantly reduced.
A) enormous
B) bad
C) redundant
D) wrong
A) enormous
B) bad
C) redundant
D) wrong
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27
When DirectTV decided to implement an active data warehouse solution, the goal of the new system was to send fresh data to the call center at least daily. Once the capabilities of the solutions became apparent, that goal:
A) dropped to fresh data of less than 15 minutes to improve responsiveness.
B) dropped to fresh data every 12 hours to improve responsiveness.
C) increased to every 2 days to reduce maintenance costs.
D) increased to every 5 days to reduce maintenance costs.
A) dropped to fresh data of less than 15 minutes to improve responsiveness.
B) dropped to fresh data every 12 hours to improve responsiveness.
C) increased to every 2 days to reduce maintenance costs.
D) increased to every 5 days to reduce maintenance costs.
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28
The ________ have inconsistent data definitions and different dimensions and measures, making it difficult to analyze data across those marts.
A) enterprise data marts
B) operational data marts
C) dependent data marts
D) independent data marts
A) enterprise data marts
B) operational data marts
C) dependent data marts
D) independent data marts
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29
Users demanding access via PDAs and through speech recognition and synthesis is becoming more commonplace, further complicating ________ issues.
A) data extraction
B) data load
C) data integration
D) OLAP
A) data extraction
B) data load
C) data integration
D) OLAP
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30
A data warehouse contains ________ about how data are organized and how to use them effectively.
A) a data directory
B) a data index
C) data fields
D) metadata
A) a data directory
B) a data index
C) data fields
D) metadata
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31
Which of the following is not a direct benefit of a data warehouse?
A) End users can perform extensive analysis in numerous ways.
B) A consolidated view of the data provides a single version of the truth.
C) Simplified data access
D) Improved customer service and satisfaction
A) End users can perform extensive analysis in numerous ways.
B) A consolidated view of the data provides a single version of the truth.
C) Simplified data access
D) Improved customer service and satisfaction
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32
Which of the following is not one of the failure factors in data warehousing?
A) Cultural issues are ignored.
B) inappropriate architecture
C) unrealistic expectations
D) high levels of data summarization
A) Cultural issues are ignored.
B) inappropriate architecture
C) unrealistic expectations
D) high levels of data summarization
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33
A star schema contains a central ________ surrounded by several dimension tables.
A) database
B) fact table
C) data tree
D) data table
A) database
B) fact table
C) data tree
D) data table
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34
________ is a critical aspect of data warehousing that includes reconciling conflicting data definitions and formats organization-wide.
A) Data modification
B) Fact refinement
C) Data purification
D) Data cleansing
A) Data modification
B) Fact refinement
C) Data purification
D) Data cleansing
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35
Guidelines that need to be considered when developing a vendor list include all of the following except:
A) financial strength
B) trade shows
C) ERP linkages
D) market share
A) financial strength
B) trade shows
C) ERP linkages
D) market share
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36
The high cost of data warehouses limits their use to large companies. As an alternative, many firms use a lower-cost, scaled-down version of a data warehouse referred to as (an) ________.
A) data mart
B) operational data store
C) dependent data mart
D) independent data mart
A) data mart
B) operational data store
C) dependent data mart
D) independent data mart
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37
Which of the following is not a data source to a data warehouse?
A) ERP
B) Legacy
C) POS
D) ETL
A) ERP
B) Legacy
C) POS
D) ETL
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38
Which of the following is needed to determine how data are to be retrieved from a data warehouse, and will assist in the physical definition of the warehouse by helping to define which data require indexing?
A) Indexing modeling
B) Retrieval modeling
C) Access modeling
D) Tactic modeling
A) Indexing modeling
B) Retrieval modeling
C) Access modeling
D) Tactic modeling
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39
Data warehouse is a(n) ________, integrated, time-variant, nonvolatile collection of data in support of management's decision making process.
A) analysis-oriented
B) object-oriented
C) subject-oriented
D) model-oriented
A) analysis-oriented
B) object-oriented
C) subject-oriented
D) model-oriented
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40
Which of the following is an evolving tool space that promises real-time data integration from a variety of sources, such as relational databases, Web services, and multidimensional databases?
A) Information integration
B) Data management integration
C) SQL data integration
D) Enterprise information integration (EII)
A) Information integration
B) Data management integration
C) SQL data integration
D) Enterprise information integration (EII)
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41
________ provides a fairly recent form of customer information files (CIF). It is a type of database often used as an interim staging area for a data warehouse.
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42
The ________ is a scaled-down version of the data warehouse that centers on the requests of a specific department, such as marketing or sales.
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43
Data often are fragmented in distinct operational systems, so managers often make decisions with partial information at best. ________ cuts through this obstacle by accessing, integrating, and organizing key operational data in a form that is consistent, reliable, timely, and readily available where needed.
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44
Once the data are properly stored in a data warehouse, that data can be used in various ways to support organizational ________.
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45
The data warehouse design is based upon the concept of ________ modeling, which is a retrieval-based model that supports high-volume query access.
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46
An ________ is a large-scale data warehouse that is utilized across the enterprise for decision support.
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47
A(n) ________ data warehouse has nearly the same, if not more, functionality as an on-site data warehouse, but it does not consume computer resources on client premises.
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48
A(n) ________ contains the attributes needed to perform decision analysis, descriptive attributes used for query reporting, and foreign keys to link to dimension tables.
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49
________ is the process of loading and provides data via the data warehouse as they become available.
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50
During data modeling, expertise is required to determine what data are needed, define business rules associated with the data, and decide what ________ and other calculations may be necessary.
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51
________ is a subset that is created directly from the data warehouse. It has the advantages of using a consistent data model and providing quality data.
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52
EII (enterprise information integration) tools use predefined metadata to populate views that make integrated data appear relational to end-users. ________ may be the most important aspect of EII, because it allows data to be tagged either at the time of creation or later.
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53
In three-tier architecture for data warehouse, ________ contain the data and the software for data acquisition in one tier, the data warehouse is another tier, and the third tier includes the decision support and the client.
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54
________ is a small data warehouse designed for a strategic business unit (SBU) or a department.
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55
________ comprises three major processes that, when correctly implemented, permits data to be accessed and made accessible to an array of ETL and analysis tools and data warehousing environment.
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56
The main issues pertaining to ________ are the amount of data in the warehouse, how quickly the warehouse is expected to grow, the number of concurrent users, and the complexity of user queries.
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57
One of the benefits of a well-designed data warehouse is that business rules can be stored in a ________ repository and applied to the data warehouse centrally.
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58
________ is the person responsible for the administration and management of a data warehouse.
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59
A data warehouse contains numerous ________ that define such things as how the data will be used, summarization rules, standardization of encoded attributes, and calculation rules.
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60
The ________ is a concession to the natural forces that undermine the best plans for developing a perfect system. It uses all possible means to integrate analytical resources from multiple sources to meet changing needs or business conditions.
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61
Describe the major components of the data warehousing process.
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62
List five factors that potentially affect the architecture selection decision.
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63
Describe various integration technologies that enable data and metadata integration.
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64
What are the issues to consider when deciding which architecture for data warehousing to use?
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65
List four fundamental characteristics of a data warehouse.
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66
Describe or sketch two alternative architectures to the basic architectural design types in data warehousing.
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67
List five benefits of a hosted data warehouse.
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68
Identify five data warehouse best practices.
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69
Describe a star schema.
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70
Describe various issues that affect whether an organization will purchase data transformation tools or build the transformation process itself.
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