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Questions and Answers
Which of the following is a characteristic of internal data?
Which of the following is a characteristic of internal data?
What is a key characteristic of random access file structure?
What is a key characteristic of random access file structure?
Which of these is a type of external data?
Which of these is a type of external data?
What is a major advantage of random access file structure?
What is a major advantage of random access file structure?
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When is random access file structure particularly effective?
When is random access file structure particularly effective?
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What is the primary purpose of a data dictionary?
What is the primary purpose of a data dictionary?
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Which of the following actions is NOT part of data manipulation?
Which of the following actions is NOT part of data manipulation?
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Which language is primarily used for querying databases?
Which language is primarily used for querying databases?
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What does Query by Example (QBE) primarily involve?
What does Query by Example (QBE) primarily involve?
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Which adjustment would be considered a modification of database structure?
Which adjustment would be considered a modification of database structure?
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What is the primary purpose of a database management system?
What is the primary purpose of a database management system?
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Which component is NOT typically included in a database management system?
Which component is NOT typically included in a database management system?
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What is a data mart primarily used for?
What is a data mart primarily used for?
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What is the role of business analytics in decision-making?
What is the role of business analytics in decision-making?
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Which of the following best describes big data?
Which of the following best describes big data?
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Which aspect is crucial for effective logical database design?
Which aspect is crucial for effective logical database design?
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What is the primary function of a data warehouse?
What is the primary function of a data warehouse?
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Which trend is currently significant in database design and use?
Which trend is currently significant in database design and use?
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What is the primary function of a database management system (DBMS)?
What is the primary function of a database management system (DBMS)?
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What does the data hierarchy in a database refer to?
What does the data hierarchy in a database refer to?
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Which statement accurately describes sequential access file structure?
Which statement accurately describes sequential access file structure?
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Which of the following is NOT a feature of a database?
Which of the following is NOT a feature of a database?
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What is the most suitable use case for sequential access file structures?
What is the most suitable use case for sequential access file structures?
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In a DBMS, what does the term 'records' refer to?
In a DBMS, what does the term 'records' refer to?
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Which method is typically NOT used for accessing files in a database?
Which method is typically NOT used for accessing files in a database?
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What is the advantage of using a database?
What is the advantage of using a database?
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What is the primary benefit of a data-driven website interface with a database?
What is the primary benefit of a data-driven website interface with a database?
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Which of the following is NOT a key characteristic of a distributed database?
Which of the following is NOT a key characteristic of a distributed database?
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In the context of distributed databases, what does 'fragmentation' refer to?
In the context of distributed databases, what does 'fragmentation' refer to?
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Which approach to setting up a distributed database combines features of fragmentation and replication?
Which approach to setting up a distributed database combines features of fragmentation and replication?
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Why is replication an important approach in a distributed database?
Why is replication an important approach in a distributed database?
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Which of these is NOT a benefit of a data-driven website interface with a database?
Which of these is NOT a benefit of a data-driven website interface with a database?
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How does a data-driven website interface with a database improve access to information?
How does a data-driven website interface with a database improve access to information?
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Which of the following best describes how replication works in a distributed database?
Which of the following best describes how replication works in a distributed database?
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What role does a Database Administrator (DBA) primarily serve?
What role does a Database Administrator (DBA) primarily serve?
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Which of the following best describes Online Analytical Processing (OLAP)?
Which of the following best describes Online Analytical Processing (OLAP)?
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What is the primary purpose of normalization in databases?
What is the primary purpose of normalization in databases?
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What does the acronym ETL stand for in data management?
What does the acronym ETL stand for in data management?
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Which data model allows for a flexible representation of data relationships?
Which data model allows for a flexible representation of data relationships?
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What characterizes a Distributed Database Management System (DDBMS)?
What characterizes a Distributed Database Management System (DDBMS)?
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What does the term 'foreign key' refer to in a database context?
What does the term 'foreign key' refer to in a database context?
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Study Notes
Database Systems, Data Warehouses, and Data Marts
- Databases are collections of related data stored centrally or in multiple locations
- Data is organized hierarchically with files, records, and fields
- A Database Management System (DBMS) is software that creates, stores, maintains, and accesses database files, which improves efficiency
- DBMS facilitates communication between users and database files
Learning Outcomes
- Define a database and database management system (DBMS)
- Explain logical database design and the relational database model
- Define the components of a DBMS
- Summarize recent trends in database design and use
- Explain the components and functions of a data warehouse
- Describe the functions of a data mart
- Define business analytics, and describe its role in decision-making
- Explain big data and its business applications
Databases
- Databases are a collection of related data stored in a centralized or multiple locations
- Data hierarchy involves fields, records, and files
- DBMS software is used for creating, storing, maintaining, and accessing database files
Methods for Accessing Files
- Sequential access file structure: Records are organized and processed sequentially, often using numerical or primary key order. Ideal for backup & archive files.
- Random access file structure: Records can be accessed in any order irrespective of their physical location in the storage medium. Effective for quickly processing a small number of records.
Types of Data in a Database
- Internal data: Collected from within the organization and stored in internal databases
- External data: Comes from various resources and typically stored in a data warehouse
Methods for Accessing Files
- Indexed sequential access method (ISAM): Records are accessed sequentially or randomly, using indexing for efficiency. It's suitable for both small & large numbers of records.
Logical Database Design
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Physical view: Deals with how data is stored on storage devices (hard disks, magnetic tapes, CDs).
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Logical view: Focuses on how data is presented to users. It might have different presentations for different users.
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Data Models: Determine how data is created, represented, organized, and maintained. Models contain data structure, operations, and integrity rules
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Hierarchical Model: Data relationships form a tree-like structure. One-to-many relationships between records, e.g., a supplier has multiple product lines.
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Network Model: Similar to the hierarchical model but with multiple parent-child relationships.
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Relational Model: Data is organized in 2-dimensional tables with rows (records) and columns (fields).
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Primary Key is a unique identifier for each database record
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Foreign Key is a field in one table that matches the primary key of another table. This is fundamental for relational connections between tables.
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Normalization: Enhances database efficiency by organizing data. It also improves data quality by reducing redundancy. Multiple stages from First Normal Form (1NF) to Fifth Normal Form (5NF).
Relational Model
- Uses two-dimensional tables (rows, columns)
- Columns represent fields and contain data types
- A data dictionary stores field type details (default values and validation rules).
- Retrieves data from tables using operations (Select, Project, Join, Intersection, Union, Difference)
Components of a DBMS
- Database engine
- Data definition
- Data manipulation
- Application generation
- Data administration
Database Engine
- Controls data storage, manipulation, and retrieval
- Converts user requests into physical (storage device) equivalents
- Interacts with other DBMS components, for seamless functioning
Data Definition
- Creates and maintains database dictionaries
- Defines file structures within a database
- Allows changes to database structures such as adding/deleting fields, adjusting field size & data types
Data Manipulation
- Used for adding, deleting, modifying, and retrieving records from a database
- Employ Structured Query Language (SQL)
- Supports query by example (QBE) to construct data requests
Application Generation
- Designs application elements (data entry screens, interactive menus) using databases
- Interfaces with programming languages
Data Administration
- Handles backup & recovery, security, and change management tasks
- Defines which users have permission to perform database updates and queries (e.g., CRUD operations)
Data Warehouses
- Collection of data from various sources
- Supports decision-making applications and business intelligence
- Stores multidimensional data (hypercubes).
- Extracts, Transforms, Loads (ETL) processes are used
Data Marts
- Smaller version of data warehouses, used by a single department or function
- Easier to create and faster data access, less expensive
- Targeted towards a particular user group
- Scope limited compared to full data warehouses
Business Analytics
- Uses data and statistical methods to gain insight into data
- Provides decision-makers with information to act upon
Types of Business Analytics Methods
- Descriptive: Reviews past events; Analyzes the data. Provides reports indicating what happened during a specific time period and how to prepare for the future.
- Proactive/Reactive: Prepares decision-makers for future events
Big Data
- Huge amounts of data that traditional computing methods struggle with
- Characterized by 3 Vs : Volume, Variety, Velocity
Who Benefits from Big Data?
- Various industries like retail, financial services, advertising, government, manufacturing, media, energy, and healthcare.
Factors Influencing Big Data Popularity
- Mobile technology
- Social networks
- Smartphone advancements
Key Terms
- Key terms from the document, such as allocation, big data, business analytics, creating, reading, updating, and deleting (CRUD).
Characteristics of Data in a Data Warehouse
- Data is subject-oriented: Subject matters are focused on.
- Data comes from diverse sources.
- Data is organized by time.
- Data captures aggregated data.
- Data is used for analytical purposes.
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Description
Test your knowledge on database structures and data management concepts. This quiz covers characteristics of internal and external data, advantages of random access file structures, and the purpose of a data dictionary. Perfect for students and professionals looking to refresh their skills!