ITM Day 4 Business Intelligence and Business Analytics – Flashcards
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Zillow Case (Five common high-quality information and rank them in order or importance)
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Accuracy, Complete, Consistent, unique, timely.
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How does Zillow uses a data-driven website to run its business
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keep track of inventory, transaction to others(important), interactive website constantly updated and relevant to customers.
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Describe how Zillow uses business intelligence to create a unique product for its customers
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Prove info people use to support their decision-making process, can search area and list criteria that they find options that fit description.
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Levels of Data
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Character and Field
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Records
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Related Fields with attributes and length
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Files
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grouping of records with classificaion
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Database
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Integrated Collection of Logically Related Data Elements Consolidates Records Into Common Pool of Data Elements Data is independent of Application Program and Storage Device
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Logical Data Elements from top to bottom
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Database, File, Record, Field, Character
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Low Quality Information
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Lack of Customer satisfaction or economic loss
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Information Quality
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Accurate, complete, consistent, unique, timely
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Accurate
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Are value Correct (spelling)
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Complete
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any values missing (Address have all needs)
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Consistent
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Summary info in agreement with detailed info
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Unique
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each transaction, entity, represents only once in info ( duplicate customers)
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Timely
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is info current ( updated weekly, daily, hourly)
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Database Advantages
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Increase Flexibility Increase Scalability and performance Decrease Redunduncy Increase Info Integrity (Quality) Increase info security
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Scalability
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Refers to how well a system can adapt to increased demands
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Performance
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Measure How quickly a system performs a certain process or transaction
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Data Redundancy
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Duplication of data or storing the same information in multiple placess
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Information integrity
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measures the quality of information
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Integrity Constraint
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rules that help ensure the quality of information
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Relational integrity constraint
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rule that enforces basic and fundamental info based constant
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Password
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Provides authentication of the user
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Access Level
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Determines who has access to the different types of information
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Access Control
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Determines types of user access such as read - only access
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Data-Driven Websites
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An interactive website kept constantly updated and relevant to the needs of its customers using a database.
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Business critical integrity constraint
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rule enforce business rules vital to organization success and require more insight and knowledge
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Information Cleansing
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a process that weeds out and fixes or discards inconsistent, incorrect, or incomplete information.
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Data Warehouse
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a logical collection of information- gathered from many different operational databases that supports business analytics activities and decision making tasks ( composed of multiple databases)
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Data Mining
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process of analyzing data to extract information not offered by the raw data alone
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Classification
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assigns records to one of the predefined set of classes
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Estimation
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determines the value for an unknown continuos variable behavior or estimated future value.
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Affinity grouping
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determines which things go together
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Clustering
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Segments a heterogenous population of records into a number of more homogenous subgroups.