How Do We Know If the Model Is Good Enough?. How Do We Develop the Linear Regression Model?. The Shape of a Distribution.Īpplication Case 2.3: Town of Cary Uses Analytics to Analyze Data from Sensors, Assess Demand, and Detect Problems.Ģ.6 Regression Modeling for Inferential Statistics. Measures of Dispersion (May Also Be Called Measures of Spread Decentrality). Statistical Modeling for Business Analytics.ĭescriptive Statistics for Descriptive Analytics. The Art and Science of Data Preprocessing.Īpplication Case 2.2: Improving Student Retention with Data-Driven Analytics.Ģ.5.
A Simple Taxonomy of Data.Īpplication Case 2.1: Medical Device Company Ensures Product Quality While Saving Money.Ģ.4. Opening Vignette: SiriusXM Attracts and Engages a New Generation of Radio Consumers with Data-Driven Marketing.Ģ.3. An Overview of the Analytics Ecosystem.ĭata Management Infrastructure Providers.Īnalytics-Focused Software Developers.Īpplication Developers: Industry Specific or General.Īnalytics Industry Analysts and Influencers.Īcademic Institutions and Certification Agencies.Īnalytics User Organizations.Ĭhapter 2: Descriptive Analytics I: Nature of Data, Statistical Modeling, and Visualization.Ģ.1. Transaction Processing versus Analytic Processing.Īppropriate Planning and Alignment with the Business Strategy.ĭeveloping or Acquiring BI Systems.Īpplication Case 1.2: Silvaris Increases Business with Visual Analysis and Real-Time Reporting Capabilities.Īpplication Case 1.5: A Specialty Steel Bar Company Uses Analytics to Determine Available-to-Promise Dates.Īnalytics Applications in Healthcare-Humana Examples.Īnalytics in the Retail Value Chain.ġ.8. The Origins and Drivers of BI.Īpplication Case 1.1: Sabre Helps Its Clients Through Dashboards and Analytics. Evolution of Computerized Decision Support to Analytics/Data Science.ġ.4. Changing Business Environments and Evolving Needs for Decision Support and Analytics.ġ.3. Opening Vignette: Sports Analytics-An Exciting Frontier for Learning and Understanding Applications of Analytics.ġ.2. Chapter 1: An Overview of Business Intelligence, Analytics, and Data Science.ġ.1.
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