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Ch 6.pdf
1.
Copyright © 2018
Pearson Education Ltd. Management Information Systems: Managing the Digital Firm Fifteenth edition Chapter 6 Foundations of Business Intelligence: Databases and Information Management
2.
Copyright © 2018
Pearson Education Ltd. Learning Objectives • 6-1 What are the problems of managing data resources in a traditional file environment? • 6-2 What are the major capabilities of database management systems (DBMS), and why is a relational DBMS so powerful? • 6-3 What are the principal tools and technologies for accessing information from databases to improve business performance and decision making? • 6-4 Why are information policy, data administration, and data quality assurance essential for managing the firm’s data resources?
3.
Copyright © 2018
Pearson Education Ltd. File Organization Terms and Concepts • Database: Group of related files • File: Group of records of the same type • Record: Group of related fields • Field: Group of characters as word(s) or number(s) • Entity: Person, place, or thing on which we store information • Attribute: Each characteristic, or quality, describing the entity
4.
Copyright © 2018
Pearson Education Ltd. Figure 6.1: The Data Hierarchy
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Copyright © 2018
Pearson Education Ltd. Problems with the Traditional File Environment • Files maintained separately by different departments • Data redundancy • Data inconsistency • Program-data dependence • Lack of flexibility • Poor security • Lack of data sharing and availability
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Copyright © 2018
Pearson Education Ltd. Figure 6.2: Traditional File Processing
7.
Copyright © 2018
Pearson Education Ltd. Database Management Systems • Database – Serves many applications by centralizing data and controlling redundant data • Database management system (DBMS) – Interfaces between applications and physical data files – Separates logical and physical views of data – Solves problems of traditional file environment • Controls redundancy • Eliminates inconsistency • Uncouples programs and data • Enables organization to centrally manage data and data security
8.
Copyright © 2018
Pearson Education Ltd. Figure 6.3: Human Resources Database with Multiple Views
9.
Copyright © 2018
Pearson Education Ltd. Relational DBMS • Represent data as two-dimensional tables • Each table contains data on entity and attributes • Table: grid of columns and rows – Rows (tuples): Records for different entities – Fields (columns): Represents attribute for entity – Key field: Field used to uniquely identify each record – Primary key: Field in table used for key fields – Foreign key: Primary key used in second table as look-up field to identify records from original table
10.
Copyright © 2018
Pearson Education Ltd. Figure 6.4: Relational Database Tables
11.
Copyright © 2018
Pearson Education Ltd. Operations of a Relational DBMS • Three basic operations used to develop useful sets of data – SELECT Creates subset of data of all records that meet stated criteria – JOIN Combines relational tables to provide user with more information than available in individual tables – PROJECT Creates subset of columns in table, creating tables with only the information specified
12.
Copyright © 2018
Pearson Education Ltd. Figure 6.5: The Three Basic Operations of a Relational DBMS
13.
Copyright © 2018
Pearson Education Ltd. Capabilities of Database Management Systems • Data definition capability • Data dictionary • Querying and reporting – Data manipulation language Structured Query Language (SQL) • Many DBMS have report generation capabilities for creating polished reports (Microsoft Access)
14.
Copyright © 2018
Pearson Education Ltd. Figure 6.6: Access Data Dictionary Features
15.
Copyright © 2018
Pearson Education Ltd. Figure 6.8: An Access Query
16.
Copyright © 2018
Pearson Education Ltd. Designing Databases • Conceptual design vs. physical design • Normalization – Streamlining complex groupings of data to minimize redundant data elements and awkward many-to-many relationships • Referential integrity – Rules used by RDBMS to ensure relationships between tables remain consistent • Entity-relationship diagram • A correct data model is essential for a system serving the business well
17.
Copyright © 2018
Pearson Education Ltd. Figure 6.9: An Unnormalized Relation for Order
18.
Copyright © 2018
Pearson Education Ltd. Figure 6.10: Normalized Tables Created from Order
19.
Copyright © 2018
Pearson Education Ltd. Figure 6.11: An Entity-Relationship Diagram
20.
Copyright © 2018
Pearson Education Ltd. Non-relational Databases and Databases in the Cloud • Non-relational databases: “NoSQL” – More flexible data model – Data sets stored across distributed machines – Easier to scale – Handle large volumes of unstructured and structured data • Databases in the cloud – Appeal to start-ups, smaller businesses – Amazon Relational Database Service, Microsoft SQL Azure – Private clouds
21.
Copyright © 2018
Pearson Education Ltd. The Challenge of Big Data • Big data • Massive sets of unstructured/semi-structured data from web traffic, social media, sensors, and so on • Volumes too great for typical DBMS • Petabytes, exabytes of data • Can reveal more patterns, relationships and anomalies • Requires new tools and technologies to manage and analyze
22.
Copyright © 2018
Pearson Education Ltd. Business Intelligence Infrastructure • Array of tools for obtaining information from separate systems and from big data • Data warehouse – Stores current and historical data from many core operational transaction systems – Consolidates and standardizes information for use across enterprise, but data cannot be altered – Provides analysis and reporting tools
23.
Copyright © 2018
Pearson Education Ltd. Business Intelligence Infrastructure • In-memory computing – Used in big data analysis – Uses computers main memory (RAM) for data storage to avoid delays in retrieving data from disk storage – Can reduce hours/days of processing to seconds – Requires optimized hardware • Analytic platforms – High-speed platforms using both relational and non- relational tools optimized for large datasets
24.
Copyright © 2018
Pearson Education Ltd. Figure 6.12: Contemporary Business Intelligence Infrastructure
25.
Copyright © 2018
Pearson Education Ltd. Analytical Tools: Relationships, Patterns, Trends • Tools for consolidating, analyzing, and providing access to vast amounts of data to help users make better business decisions – Multidimensional data analysis (OLAP) – Data mining – Text mining – Web mining
26.
Copyright © 2018
Pearson Education Ltd. Online Analytical Processing (OLAP) • Supports multidimensional data analysis – Viewing data using multiple dimensions – Each aspect of information (product, pricing, cost, region, time period) is different dimension – Example: How many washers sold in the East in June compared with other regions? • OLAP enables rapid, online answers to ad hoc queries
27.
Copyright © 2018
Pearson Education Ltd. Figure 6.13: Multidimensional Data Model
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Copyright © 2018
Pearson Education Ltd. Data Mining • Finds hidden patterns, relationships in datasets – Example: customer buying patterns • Infers rules to predict future behavior • Types of information obtainable from data mining: – Associations – Sequences – Classification – Clustering – Forecasting
29.
Copyright © 2018
Pearson Education Ltd. Text Mining and Web Mining • Text mining – Extracts key elements from large unstructured data sets – Sentiment analysis software • Web mining – Discovery and analysis of useful patterns and information from web – Web content mining – Web structure mining – Web usage mining
30.
Copyright © 2018
Pearson Education Ltd. Databases and the Web – Many companies use the web to make some internal databases available to customers or partners – Typical configuration includes: • Web server • Application server/middleware/CGI scripts • Database server (hosting DBMS) – Advantages of using the web for database access: • Ease of use of browser software • Web interface requires few or no changes to database • Inexpensive to add web interface to system
31.
Copyright © 2018
Pearson Education Ltd. Figure 6.14: Linking Internal Databases to the Web
32.
Copyright © 2018
Pearson Education Ltd. Establishing an Information Policy • Firm’s rules, procedures, roles for sharing, managing, standardizing data • Data administration – Establishes policies and procedures to manage data • Data governance – Deals with policies and processes for managing availability, usability, integrity, and security of data, especially regarding government regulations • Database administration – Creating and maintaining database
33.
Copyright © 2018
Pearson Education Ltd. Ensuring Data Quality • More than 25 percent of critical data in Fortune 1000 company databases are inaccurate or incomplete • Before new database is in place, a firm must: – Identify and correct faulty data – Establish better routines for editing data once database in operation • Data quality audit • Data cleansing
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